{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pool-based Active Learning - Getting Started" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **_Google Colab Note:_** If the notebook fails to run after installing the needed packages, try to restart the runtime (Ctrl + M) under Runtime -> Restart session.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/scikit-activeml/scikit-activeml-docs/blob/gh-pages/latest/generated/tutorials_colab//00_pool_getting_started.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Notebook Dependencies**\n", "\n", "Uncomment the following cell to install all dependencies for this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install scikit-activeml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "The main purpose of this tutorial is to ease the implementation of our library `scikit-activeml` to new users. `scikit-activeml` is a library that executes the most important query strategies. It is built upon the well-known machine learning frame-work `scikit-learn`, which makes it user-friendly. For better understanding, we show an exemplary active learning cycle here. Let's start by importing the relevant packages from both `scikit-learn` and `scikit-activeml`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.datasets import make_classification\n", "\n", "from skactiveml.classifier import SklearnClassifier\n", "from skactiveml.pool import UncertaintySampling\n", "from skactiveml.utils import unlabeled_indices, labeled_indices, MISSING_LABEL\n", "from skactiveml.visualization import plot_decision_boundary, plot_utilities\n", "\n", "import warnings\n", "mlp.rcParams[\"figure.facecolor\"] = \"white\"\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Data Set Generation\n", "We generate a data set of 100 data points with two clusters from the `make_classification` method of `scikit-learn`. This method also returns the true labels of each data point. In practice, however, we do not know these labels unless we ask an oracle. The labels are stored in `y_true`, which acts as an oracle." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y_true = make_classification(n_features=2, n_redundant=0, random_state=0)\n", "bound = [[min(X[:, 0]), min(X[:, 1])], [max(X[:, 0]), max(X[:, 1])]]\n", "plt.scatter(X[:, 0], X[:, 1], c=y_true, cmap='jet')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.title('Data set');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Classification\n", "Our goal is to classify the data points into two classes. To do so, we introduce a vector `y` to store the labels that we acquire from the oracle (`y_true`). As shown below, the vector `y` is unlabeled at the beginning." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan]\n" ] } ], "source": [ "y = np.full(shape=y_true.shape, fill_value=MISSING_LABEL)\n", "print(y)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "There are many easy-to-use classification algorithms in `scikit-learn`. In this example, we use the logistic regression classifier. Details of other classifiers can be accessed from [here](https://scikit-activeml.github.io/scikit-activeml-docs/latest/generated/api_reference.html#module-skactiveml.classifier). As `scikit-learn` classifiers cannot cope with missing labels, we need to wrap these with the `SklearnClassifier`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "clf = SklearnClassifier(LogisticRegression(), classes=np.unique(y_true))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Query Strategy\n", "The query strategies are the central part of our library. In this example, we use uncertainty sampling with entropy to determine the most uncertain data points. All implemented strategies can be accessed from [here](https://scikit-activeml.github.io/scikit-activeml-docs/latest/generated/api_reference.html#module-skactiveml.pool)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "qs = UncertaintySampling(method='entropy', random_state=42)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Active Learning Cycle\n", "In this example, we perform 20 iterations of the active learning cycle (`n_cycles=20`). In each iteration, we select one unlabeled sample to be labeled (`batch_size=1`). The sample is selected by an index (`query_idx`).\n", "\n", "The label is acquired by assigning the label from `y_true` to `y`. Then, we retrain our classifier. We continue until we reach the 20 labeled data points.\n", "Below, we see the implementation of an active learning cycle. The first figure shows the decision boundary after acquiring the label of two data points. The second figure shows the decision boundary with 10 acquired labels, which shows significant improvement compared to the first figure. The last figure shows the decision boundary after acquiring labels for 20 data points. Finally, we use the accuracy score as a performance measure, which shows the accuracy of our classifier in the specified iterations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 2 iterations:\n", "The accuracy score is 0.68.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After 10 iterations:\n", "The accuracy score is 0.95.\n" ] }, { "data": { "image/png": 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ruLSz4ee0wyLrPDnwdARK48V3JlU7rlxs7zuzGzO3h/HWr+7Ds394N26OhGrO34wZjM0YhkHhQPVs1+DxfjCs/KJsM+hEbqVmwbIsTj50ourckw+dAMuS1VUzoOi7zPM8vvCFL+DJJ5/EL3/5SwwMDFSd73A44PP5tvyYlWY0NnMPX0fg/WcQ+uizsLjEbf2sphPJoiDqOcTOk4PW28pXcNFJYzXAE+vbstrTgvc+2IOVHh94a/OdKIL2VrB7WBx84LYdmRGHx46DD9xmaB8RjuOwMLOIyatTWJhZVKzEOLx/Hx755Md2ZEa8LV488smPkY9IE6Goodmjjz6K733ve3jqqafQ0tKC+fl5AIDf74fLpU66vBqpfFKTK4zjnXdpahUtF1KNzWzBqKTnPzF6rOoVepRJIY0cHLDuWp7hwSODPKKM9L4oouGFEpEdFmRRQProICaePQ8ASK/oy/SrGVDT2Cw00Iq2viBi83FkUznYXTb4O32KZELUYvraTbz5wltYT5T/zbi9Ltx98i70DlfOZtfL8P59GBoexOzMHJKJJDxeD7p7uigT0mQo+m5/85vfRCwWw8mTJ7Fnz57Szw9+8AMlDyuKZtGJKEWjDfBkgQHGWcGltZLvxTgbwY4YRSbPkd22DZ90H8Shw4cBAFyeQzpq0AZ4CmN0nUgRhmUQ6PKjfSiEQJdftSBECZ3I9LWbePnpV7YEIQCwnkjh5adfwfS1m7Ida3MDPJZl0dO3FwcO70dP314KQpoQxUszu/189rOfVfKwxCb0JFhVggibxCV2HhlsdTLNII9L7Dwi7NbdUXJ5jlTbNvzpT30KBw8eBAAsnJ+o46/SjpHOYVE6ESbPITQRw8FfTqH3rQVJxzCDTkRLlMjichyHN1+onqV984W3ZCnTUAM8YjsUepoYvQlWAaCQdmD9Rj9i5+5CZq5T1GNq+YlE2CTOWKZwnp3FZXYe59lZnLFM7RqEyOI5ImLb8MMPPwyGYbAybrwGeGJwrWXx4NffwpGnb2DorDn/xmpo3YlXbpZmIzsyIdtZT6SwNFu7TxRBSKWpA5H9wUOa+YmYpROvVD+RQtKN5KWDyM53ILsYrjlfdN8ZBoiyKSyyCUTZ1K7lGMmeIxslnP5CK/oLrQgUXCVNSNVtwwwDv9+Pvr4+JBei4tZvMNaDTqwHHACAtqkYmLy+PFNUMTYzEamkOB2V2HkEIYWmDkSIxqirAV4gBrDC2T63ot7OAqmeIyHOg/sKAzjKdaOfb0U/34qjfDfuK/SjjXeLOqbX60U+lUXBgA3wxJRnlgb8AABrlkPwlnQtjFI6EdWMzTRGTp2IyyNu80C1eVJ322zWiRDNDRXrmoDZ5JxuvpwZCwdbIIrcShCFpBuFtAMWp/LunFI8R4olnN2wwYK9fEDUcyUSwsk5cmUaHUcGRT1GD4x0Douy118a8KPvbWGLcuhGDCs94rfbDwf7JWfTiDIuq0fWbG64OwS311W1POP2uhDu3t03RupuGwtjRYE3XoBOKANlREyOHnUitrZyH5bcsrisiJgTYzWkeI5UKuFsvo/f+G83ePBYW09gamoKALB0yZzGfEuDgdI4XIfDqhkwi06EZVncfbJ6H6y7T961644WNXfbEOak6QMRLXUiQHMam9nayn+zmEBEtE6kCkXPkWrBQxo5gEfVEg4gBCObA5LtzwMAFyLj4Dd87I3WAE8s8U4Pck4h0xSeiEEW334DEbQb17RsN3qH9+L+R94Pt3dr+cXtdeH+R96/a2ZDzd02hHlp+kBES8zQibeuBnjBKMCorBMR6TliZ8Tbwd9kohW3DWf2li3sM3FjCvxq6UR4lkGkX9CJONey8C7r5+8sGpuZHbn9RHqH9+JXP/cIHvzUKbz/o8fx4KdO4Vc/90hFM7NGd9uQToQAKBAhNICxFmANCKn8wpoXXKZ6AzG5EOM5IsUOfplZr7ht2GK3wuosNsDjETNYAzyxdu9FwSoAhG9IK88MB/tNY2ymBUq5QrMsi46edvQf6ENHT3tVg7FGdtuQnwhRhAKRJkFvxmbFBngAkFsJ1px/YvRYwzoRoLbnSK0SDlAu40SZVNVtw5sb4C0YsAGeGDYHIvV04iWMjRy7bQiCApEmQJ+C1dXSWKxgVTaqeY5UKeFsvm9X6/httA7vKY1jE9LcR43CSp8P8XY3btzTiVsH27RejiaYRbBaD8XdNtWottuGIAAKRACQYLVR6tKJtK7A0XUL3tsvwTUwpczC6qRYwslhp8Auh8Ku1vG70XG03G06tWzMBni1dCIFmwXPfPkYXv9/HcTNO2ob1KmN0joRPQhWleg7I5ZGdtsUIZ0IQYGIxphBsFoPrC0P393n4eqfhsWzrvVydhBhk3jVMoHz7CwmmRVMMis4z8ziVcukqCAEAJwBL1ir8E+MyxeQjuvv76yGWJ1Io5CxWf1o0T18O/XstilCOhECIEOzpkJPxmb1cGL0GF46d1a1EyQYQTMSRf27QZytLVhfFLQTixcm0Hv/YblWZwrI2Mwc9A7vxd6hLizNRpBKpuDyCOUY6qRLiIE+JU2CHnUizYC/r700XrmmL8Gw3NhSebROxbVeBqERUnbbEMRm6JNCyEY9V7Z8gUU20obURJ/8C9IB7beX/67kfFS7hSjM/d95B5/8/7yMB/7vt3XXAE9p9NCJV0udiByQTqS5oUBkA+rE2xj1NMADgOirxxF77R4kLh4Cl7XJvCrt8fe3l3bX5NYz4Ax4khbTAC/ntILhAUuOQ3BOXw3w9GhsxnM8onMxLF6PIDoXA8/V70qrB51II5BOhKBAhNAUW+umbbwiXVbl8BNRC5ZlYd8k4lt5z1hXfmL1OJG+csO70KR0Y7NmIjKxgtd/8DbefeYKxp4fx7vPXMHrP3gbkQljX4wQRL1QINJk6M7YLLSpAV5Enb4zauPtKv9di5emNVyJchSt3gEgNEk6kUpEJlZw5fR7yCazW+7PJrO4cvo9CkaIpoQCkSZCj4JVW+tKuXSxbE5DrLb93aVxfMZYVu9iie3xIO8Q+vS0TTWfw6oYnQjP8bh+ZrLqnBtnJusu05BOhDAqFIhsg4zN6qceYzPWlofVJ1xB5+MtptSJdNzRXxpnotp9vpSEt7BY7mkBAHhWM3DFMhqvqIxedCKx+fiOTMh2MsksYvPSM0qkEyGMDAUim9gfPKTZsZvV2AzYVp4RmRUxkk7E6rTDYhe+aHmOR3LJeBkDMYLV5S3lGel/o9kb4GVTOVnnNRscx2Fm6iauXhrDzNRNcJzxhN/E7lAY2oTozdjM1raM1HXBDj0XaYVjz3zV+UVjMyPhDvuwNitkvBbO38DgQ3dqvCLxjHQOiwr8Iv1bBaszR9qrzN5KMxib2V3isn1i5zUT18bG8cJzLyGxVt6R5W3x4uRDJzC8f5+GKyPkgDIiTYY+dSKrACPUxbNK6ER4IMC50M55EeBcqNJYVzECg52l8ep1czbAi/SVMyJtTWhsVksn4u/0we6xV30Oh8cOf6ev6hwzs5tO5NrYOJ7+8TNbghAASKwl8PSPn8G1sXG1lkcoBAUihOzUpRPxCyeuwpoXXKb6l7UUQpwHxwt9OMp14xDXiaNcN44X+hDi1K2pt99RboC3vhRV9dhqkfXYsBZ2gWcBhuOBBrwxlEBrnQjDMhg63l91zuDxfjBsjbbOFXBZPYYWrO6mE+E4Di8891LVx73w3EtUpjE4FIjsAhmb1U+9xma20DIs3gSc/dPgOXk+liHOg8NcJxzbKpAOWHGY61Q1GGnZEyydYAqZPPLp6qJFo/Ly79yOH/3Z/Xjui+8D6jihmr0BXmigFQcfuG1HZsThsePgA7chNKB9N189MTsztyMTsp3EWgKzM/qyJSCkQRqRbewPHjL0VYVR8RwYg/fgmOj5NRvg8cA+LgQAYLD1hMiAAQ8e+7gQIkwSqO8CVDIOvxvpVSHIXbo4jT3vM1Zt+6VzZ2v6uMQ76g/umkEnAgjBSFtfUNhFk8rB7rLB3+mrOxNiZpIJcReFYucR+oQyIk3IAwNHdGdsxsj8HRzgXXDCtiMIKR0PDJywIcC7dv297PDA/qMjGBkZQX9/P5bHjOWZoFrHYxMgpu8MwzIIdPnRPhRCoMtPQcgmNutEPF5xga3YeYQ+oYwIoQjXVic1te62wyLrvEYIcR7s40JwfrCcAYmvxTHNJRFhNbyS44WAzQ4LsiggyqRUyw5pxemJC4oKtoP2Vk3Lq0WdiJZWBI1gYawo8PnS7e6eLnhbvFXLM94WL7p79FF6I+qDMiI6pFl1IkW4rA1crrEYOYuCrPPqpZJOpcXborpOZfu6lBLxdl2O4Nj3LuOf/R9n4FlJybBaedCLToQQD8uyOPnQiapzTj50AixLpzIjQ+9eBbQUrDYr2aUQVn75QSz//EFkbnbXfgAqG5tFmRTSyIGvsFeXB480ckIWQCmq6VQYpvx7lTeXKC3ibZ1ew8AbC2iJpNAmse/McLDf9MZmhDSG9+/DI5/8GLwt3i33e1u8eOSTHyMfERNApZldaBbBqt6MzRhrDoWkGwCQi/pRS71R1diMAcbZCA5zneDBbwkEisHJOBtRtBRR1KlUgmHKOhVFA6LNNCDiHekcFiVY3W5sNn1XhzxrNxBn5t9q6ouKRrmVmsUeV/liZHj/PgwND2J2Zg7JRBIerwfdPV2UCTEJ9C42KXo0NrP64wArBAn5qL/6ZB7wpKwYtu+paFIWYZO4xMwjt638kkEel9h5xfUZetKpFFFDxLvcWw5E2qbX6n4epVDaTyRo134LrpEvpCr1nWFZFj19e3Hg8H709O2lIMRE0DupU4yuEwGkG5sxLF9qgFdIeCvqRHxJGw7M+DE078NHfEcr6htCnAf7+BDsmxJ/WeQxzkZUEYnqRaeyGTWCo5zbhni7kNkKzq6BzevHbEpPGUClMHoDPKL5oEBEh5ghpVuvYNUaKDdLy8d2Wl37kjb0LXphK2z96G7XN1TSQdhg2amDUMgCvqZOheeR4rLqlWWgXnBUzIqwBR7Bm9KzIqQTIYjmgQKRCuwPHtJMsNrM2ALR0jgfDWz9JQ90LQtX2rvpG4AN/QNXXQdRmscrbAG/oVMRlr41GOF54fbZ8QuqbplVS8S73NtSGrdNSxesmgExfiIEQVAg0tTo0dhsS0Zkm07Ek7bCXrDU1Dfs5f2idBB9XFBxC/gIm8Qldh4Z5LfcH4/H8cMf/hAXzqp8sqoWHIkQ8RYFq7VY7qcGeET9WBjrrg3wCHNCu2YIRZFqbGbxJsBYCuALFuS2ZUS2l2MqUW2nyma6eeFkqbQFfIRNIsIkS+ZhS7MLeOFvfgKe52HzOBp78jrXcwnzgsnaptcqI6N+JtrpQcHGwpLjJGdElKbb06W4sZnWGN3YjGguKCOiU5q1AR7DlLMiXMq5pRNvziJO9JhGTtQ8O6zqWcAzQJRNYZFNoNDtKpVmcsmMJp1DI2wSZyxTOM/O4jI7j/PsLM5YpmQT8fJWFit7hfKMdzkNR8KcTf4IgmgcCkRqQDoR9SmVZxge+bWyiVHSmUfWUqipb7jJxGrqILZv6a2EEltrWZaFzess3V4dvyX7MUSxKTiKsvLbu1+/twvnPz6E01+4E1mntOSrWYzNSCdCELWhQKQKzZLW1JtOxNk7jcD7X0Poo8/CHtqUFWKAubZ1AJXFn+NsBGBr6yBuMlFRa1Fqa623M1gaL12cVuQYSiJGJzL5vk5cPdWLpcEAeGvzfdWQTqRxSCfSHDTftwOxBT3Wya3eddhao2B2KcXEPTlMtSd2lGkSXHqLSVklkWjRzGyKXdXUAr7ttrKfRWx6SZFjKEXDnXg3zOgCCTs8KavqFvdFlDY20wNmNDYjzAe90zpnNbti+CurkmCVF3a+2AoschYOSWe+rnJA3JND3B3b8lw/u/gKDm87QW4XiW7vMKulBXz7kQGMP/MmACATTSLANUcXXF/Shq5lN+yFcskraylgrm0dcY84bY8cdHu6dJcJlBuX1UOlZcIQUCCiY4533mX4GvOpkVE8f/Gc/CcgBki6ytmOihfVDCpmNdTYPVIJu8cJ1mbB/n234eGHH4afK293TSOnmvur0rB5DsGba2ibjmN1fw8617075tgKLPoWvZhqT+z4LDx/8VzD3Zy1hvrOEER1qDQjArqqaIyubGBXN9TiCciX3LndtrDuwvqNfsTfOorsYrjmMU6MHqvYibcaSu8eqcYd7zuKX/u1X4PPt9VBVk4fE63Z/+IMHvovb+HOp8bRsSbsoqlkMte17N4SUZrB2Mzo2Uw9QDoR80OBSA2aQbCqqLEZz+NIai8A8ScgAMiveZG8dBCZ2T3ILrUps7byQhTdPbIrPPDgiQ8Jh2equ7/qFVHGZhtW7+tdIbCW6iZz9oIFnrS6SVrSiegb0ok0BxSIEIpijQFu3i75BGTb4rAaUHKJmhDgXfC6PDuCkCKy+5jIjFjB6kpPC3gGyLudtSdDvGmdHFADPILQBxSI6ByjG5uxOXGX9NtPQKwjC9YlaDvyMR94zlzqTTW64OqBvNOKWKcH1vW0qPliTesIgjAPFIgQisLZxAUQu52AbEEhK8IXLCgkdoocd6MenYgWqNUFVw8s9/rgnovAurZe8nvZDg8eWUtB2Em1CTMYmwXtrYYXnROEkigaiLz00kv4+Mc/jq6uLjAMg5/85CdKHk4xmqUTrxI6kbwfKNh3GosVqXQCAgCrv1yeyW1rgLcbJ0aP1b9QlSl1wa1yYlbSx0RNlvt8YHig82VBj1HJZG6ubd2025aJ+qEGeOZH0UAkmUziyJEj+MY3vqHkYQgZUMzYjGGwPih8zKSegKzBaGlsOp3I5i64/O6vi5I+JnIhRbDquz4H1+XLO7JfOQu369ZdNSg2wDMzxQZ4BKFXFJUkf/SjH8VHP/pRJQ/RNBjZ2CwXYpA4YIFlLA03v7WJXTUfEZs/JpyIeSC/GlBnsSoSYZN4J3cT/Qkf/P5yxkcNHxM5GOkcFlUKi3d6kHdYYM0U0HF+Eq//sz2yGNsRBGEOdLU3KpPJIJPJlG7H4/pqH64VZjA2y4UYPHvrIo669ok+ATHWAqwta8jHW5BfawGft4CxqqyZ4FHRmVUOVh0Z/M//86+xt7MbXq8X3Q+NINNqNdWJmWcZrHZ7Eb4Rg2dF6MSbbJH2HGRsRhDmRVdi1ccffxx+v7/009PTo/WStkA6kQbZcEONerOCK6qIk601EBUGPJCL+arOLSKXYDXEeXC80IejXDcOcZ04ynXjeKFPdqMxV5sPk5OTuHjxIi6/8a6pgpAiy70+JNqcmLqzHdastGCSjM0IgIzNzIyuApHHHnsMsVis9DMzM6P1kko0i7GZ3rC3L8HRPQfvyGVY3LWFm3IJVkOcB4e5Tji2JQ2VcD0NDHaWxtGJedmeV09ceGQIT/+7e/Habx5Gsk1/3ihm14kAZGxG6BddBSIOhwM+n2/LD1HGyH4iRa6tTkqa79izAN9dF+AamILFJc6LomH4DVdTVHaDldP1tONof2m8vhSrPFGHjHQOixKs8qx+0zxkbEYQ2qKrQISojBlqy6rW+HkgwLnQznkR4FySgoYA74IT1e3I5XQ99XYEwWycqAuZPPLprCzPS+gPo2u9CEIJFM13JRIJjI+Pl25PTEzg/PnzaG1tRW9vr5KHJpqYQXsHjhf6tnTUldLRVgvXU4ffjfSqsLalS9PYc/c+2Z5bb1hyBfBgwNnEXwcVjc2MLFgN2ltNkdUkCLlRNCPyxhtv4M4778Sdd94JAPjSl76EO++8E1/5yleUPKxiNIOxmaIN8BqAz1uQXQ4in6ieYvYlbfhoy51w8PVrO7RwPW3ZGyqNI1dvyva8eqLrYgQf+b/O4V889jK6L0W0Xs4OmkEnYmTI2My8KBqInDx5EjzP7/h54oknlDysqWnGK6pspBWRnz2E2KvHkZ7eW3kiv9HJl2mso23J9bSKG6zcrqfhQ+UMYWLWeO+xGJ0IWCA4mwDL8Wib1tfW/GbQiQDGFqwS5oU0IgbCLDoRqYJVa0sC4IVAoprDqidthb1gaVzbsdn1tIIbrNyup6GD3aVxZs1Ytu5iO/Eu95TF560za0oth6gACVYJvUKBCKF7tnTijforduIV20JejLYjwiZxiZ1HBlt74GSQxyV2XnbXU9ZqhdW14TrL84hNL8n6/Hog02JHstUJAGi9uQaGk77tiBrgEYT5oECkDkgnoj62jb4z1Trxim0hL1bbEWGTOGOZwnl2FpfZeZxnZ3HGMqWY9bqnPVAaL747qcgxtGa5V7BUtWYK8C1Iex3NYGxGNA7pRMwHBSISaQZjMz1iDWzqxFuh70zSmUfWUpBX28EAUTaFRTaBKCuvvft2gvv2lMbRiQXlDqQhK3s3lWem9VWeaYYGeEaHjM3MCQUiBuN4512mEKxK1YnYNnfirdQAj9no5AsFtR0N+JPUouNIf2mcWlbwJK3A3yDW2KyYEQGgO8FqM0CdeAk9QuEloTqnRkYl1/qt/hjA8ADPIFcUrPLY0cU17slhqj2BrmU37IWyFkSOjrYhzoN9XKhuf5JauFpbwFhY8AUOXK6AbDINu8fZ8PNuRum/oRare1vAM8Jb2TrTvIEINcAjiDKUEakTs+tEAIUb4EmEsXCw+oQsQWHNi5a4Ewdm/Bia96F3yYuheR8OzPjhS9oQ9+RwtSeGJ2NncZmZxzizhBvMMvLg6r76V6v3jDNY1r8sXpiU5TmLqNk/pxJ5pxXxDuE4gVtJsDlxup4iRWMzI0MN8AhiKxSI1EEz6ET02ADPulGeCftW0L/s3rFLxlZg0bfohS9pAxjAwdgwyLdhHx/GIb6B7rkq9p7x94ZL45VrMgaCKvfPqUaxPMMWePjn9RfQk05E/5Bg1VxQIGJAzKITkYotEAXA47auCQCVT6hdy274EjZ81NeYw2oRNXvPhA73lMZrt+R7j9X6G8ToRMbf340X/u0d+PF//ABWe1pqzlcTMjbTPyRYNR8UiBCaUI+xmX3PPPpOvgCnNV9Rb8qAgb1gQfeyW7jdgMNq6bgq9p5pHSqfCHOJNDhOWumiEmr8DWKNzVZ6fJg/0Iasx1Z7sonRyk+EjM0IvUGBCFEVPelEWGsBdkbcidnGyeCwuoGavWdYKwvbJoFq9Pp8w88JaNM/R0lIJ0IQ5oECkTpplgZ4ekOsaZkYxF79q917xrsnWBovXZyS5Tm16J+jFGRsRhDmggIRg9KsOhExpmU5Vl6HVbV7z7TdVi7PRKdksnrXoH9ONdyraQyemcPoD6+idUpf23jJ2Ez/UCdec0GBCKEpUnUiXNaO62thgGfAb4tFiifU2bak7A6ravaeaT8yUBqnVxOyPa8af4NYY7OO8VXc88MxDJ25hY7x1YaPS0jHyIJVwlyQ/JjQjHqMzRhLAXMT+5BrWcVtXRNwWssn1ZyFw1zbOuKeHMCso2/RCx78Fq1II1f/ETaJCJNEgHfBDguyKAjBjMxZBLvHCdZmAZcrgC9wSK0m4Aru3l8HPCStR62/oRbLvWWr99BkrMrMyjx/8RxOjYzu/kuehzUGsDkenI1B3g+AUfmPFIFWxmYuq8f0pWXCOFAg0iCpfNLUKvQHBo7g9MQF3WxrZKwFWH1rWIq1YikeRN/J52Fn+JKzKgB4UlawPIOFQAqtcQfsnIwOqwxU0VG42lqQnI8CABbOT6D/1O075tTtkqrS31CNeLsbaa8NzkQO7dejYDgePCs+UBgO9lfMptkiPNw3OFiyxXt4FOzA+iCLXEg/wUjQ3tqU5VWC2A6VZhpAa2OzZtWJWEt9ZxhE015EvVkkXXn41m1b3FY7o26AAc4m31Ole66cBAY6SuPV8Vs7fq8Hl9SGYBgs7gsAAGzpAoKz8vTWsUV4eK9yYLNb72ezgPcqB1tEvGMb6UQIQh0oECEMhy1Y1hTkVoUdJr6kDX2L3l3dVu9xD2MyOqd491w5ab+9vzROLka3/lJHLqmVEKMTWRwq7w5qvxZt/KC8kAkBdr7NxdvuGxx2iIt2QS8ZQKIyJFg1DxSIEJpyamQU11Ym4UlZEUjY4UlZa55ANwci+dUAwAtuqkCFEzMD3O85qOmJWSr+3nBJ05BPZVHIlrUwajq91oNYY7OFjYwIALRfb1ywao0BlmzlWJOB8HtrfZIUxdDK2AwgwSqhDygQkQGzi74eGDiimLGZLcLjo/GRXZvXVYJ1p8A6hNx7bjUId8oKe6G6gVmLxaXZibleHC3l9UauzJTGovxPeB6OLAc2p1+DsrV2N1I+OwAgfCMGJi/dI2az2JnNiYs0xc5TAy2NzcysbSOMBQUiDaK1TgSAYXUixXq+i98adGxpXrcLDFPWifA5KyzrblHHk8OCXU1a9raVxpsDkar+JxwHvPEG8I1v4OCffQcn/sN/x51/83O0bXq8bmAYLA4FAAC2TAGtEnUi243NOJu4upvYeQRBqAMFIgZHi61/srClnl+5eV2lcsrm8kwqKe7Kzij25UXaDpYb4MVvLpfGFV1SOQ74yU/AP/00+EikdLdvZgm3//2L6H3xouJr3owonci+TTqR8Wj1yTyqlvDyfqBgr1yB4yH8Pu+vuSwAZGxmFEgnYnwoEDExPM8ju5RBeiaF7FIGvAiRnlrUrucLzes86d13mG8ORFajbTUNzNYKKbyy+I7gu8G50M55EeBcutaNhA/3lsbZ+Hr5F5VcUi9fBt55Bwy2vq7MxpTB587DM6+OeZhonchwALcOtOLCI4OYHQlVnOdLbt0RVSzhdWUD5UkMg/VB4Stt+9tavL0+yOrST4SoD+rEaw7oXZQJvfmJpGfTSLwTB5cq191ZFwvvHT44u51VHlmZ2eScbLsJxNbpt++CKWINxOA58B6swShsgSiiMTvC8Z1/V/FEvbwnj4FkB44X+qT7bmiE1W6FxWFDIZMDz/FYm11GS7dQromwSVzC/FYfkddfB88wYCoEnBzLoOvcNVz7+D1q/Qk1SYTcePHfVu9pVNwRtR1bgcXx9QGceesa9t8lBD65EIPEAXabjwjA24DkEKMrH5HNaGlsNrZ6WRclZqJ5oYyIDOjhH/FmnUh6No342eiWIAQAuBSH+Nko0rNpyc8vdwM8sXX6Sk3uGAsH9/B12EPL8GfYXYOQIks+4e/9aMudhvPd8LSX6wiL705u+V2ETeKMZQrn2VlcZudRWLhVMQgBAJbj4Z0zmJ6o1o4oAEdSe7dsyc2FGKwPMChseqvZHOC+wUvyEVEL6sSrLBzHYWbqJq5eGsPM1E1wnHyNMwl5oIyICTjeeVdpCyDP80i8U72JWOKdOBxdDjAapqiL9Xy2QnmGx1a31IpUOVEVCSTsCCTtu85hwIAHj9u4MFieQZbRxvK8EoGhTsRnhDLM6o2FnRM2uaTus1pgyeQqPpegkTDWP3lPWtgRVQkGDNy8HfkYkA8I99kiPLxjOwOOoqlZ4oA0h9XTExd02YmaqM21sXG88NxLSKyVezZ5W7w4+dAJDO/fp+HKiM1QRsRk5CLZHZmQ7XApDrlItuocxalazxfumWtbrxkQFE9U1bbu2jmLMKdC4MWAgR1WHOI7cZTrxvFCH0KcB6s3XHj3/+nEy382gH/6swFc/O8diE3VV9aql45NDfDWI9UDzKWRXnA1bNIjh3qq/l5OxDbAAwCmwKF1Oo7et7cGW5VKc9splfpkNDUDyNjMKOwmWL02No6nf/zMliAEABJrCTz942dwbWxcreURNaBAxGRwaXFpR7HztiOnn0ixns/Zt91v4TDVnhCa11WB5wE2IW7rrhQcsCL6Uicu/NduLL/nQSFtQT5tQeSKF2//7V7MnhG57UIGPGE/GIvwz5TL5pFdr1xWu3l8P3iWAb9LLMIxDHJeJxY2BTZ64iP/+Q18+K/exLHvX93iJ1KpNLedYqnPqKZmgLbGZkZmN8Eqx3F44bmXqj7uhedeojKNTqBARCb2Bw9pbmy2ml0B6xR5BSly3maUSE/nQgxioyziIyzOuidwvTOOqz2xmkFIkejYftnXdHOGwS9+sXEq4zad0jbG154OITFv3+WRyuAMlPUri+9MVZyXCvtx8V+fQsFuBQ8h+ChmSLItLpz/nQdRcKq3bilEuwQxqiXHofVm2U8k6czX3BGVtRTw3MwbAIxpagZob2xmNofV2Zm5HZmQ7STWEpidUcaokZAGBSImoai4t4XsYF3V31bWxcIW0tEJiWGQDzC4aV9F0pUXrc9gGCDpyiKdtVfMtPPgkWULVU9m2zl7FmCrvIQMC1WzIv7ecGm8fPVm1bmr+/bgtf/3v8C1j9+DxSMDWDg6iMu/9gGc/dKvYr09oPBK66dobAYA7dej5V8wGyU6YMf7t1sJj0zNCABIJsRdFIqdRygLBSImg2EYeO/wVZ3jvcOnqVBVTmytUbw33wdgZ9m/dKIKrZdPZiK0AdPTgjdYJXiOQWxKPbv48O19pXHiVm0fkILDhrljt+Hqp+7D2CfvxeId/eCt2rjKitWJLG0KRMI3olt+F/fkMNWe2FGm2a2EJ7epGUDGZkbE4xW3C07sPEJZKBAxIc5uJ3zHAjsyI6yLhe9YoG4fETW4tjopab6tdQVL8Va8OzOMLLf1ZLv5RFU8mSW42luXq2VDijAW9VL7wX17SuNcMg2ujp4semct5EK6ZaPvzEQMTGHr3xj35HC1J4brnXFMhxOVS3hkata0bBasdvd0wduy03tmM94WL7p7SIysBygQkRE96ESKOLudaHs4jMD9QfhG/QjcH0Tbw+GGgxAlG+CdGhmV/BiLbw2MNY+leCtevTGC8Y7KJ6q4J4eJoRSejJ3FZWYeWeR3LdfcdhvAMFUCDYZH223qvc8sy8LmLb9vK+MmrGtv7juTLiAwt8vrywBJVx5Rb3bXEl6xAV4lETRnh+Stu2pDgtX62C5YZVkWJx86UfUxJx86AVbMVQehOPQumIzNxmYMw8AedsDZ44I9rK1viFIwDGDbaIDHZZxY4+0VT1TCA4DZ3AoWLQm8xy4B2Kk9GL2H37hg3i0Y4cFaeHTdU30rrdy07CmLGZcuVhasGpmlwXK9pH1beaYW2xvgbRZBJ/YziI+wiI3qOwghwaq8DO/fh0c++bEdmRFvixePfPJj5COiI4zlbkRUZbOxWTNhbV1BdknoU5JbCcLiWa/xCIFdbdIBtITyOP7ra3jth0HwHA9hPywPMABr4THyr+bhDNQwWpOZ1v3dWLkmZELi00uqHrtRijqRE6PHqs5bHAyUxuHrUYx9sEHPE4bZMDmTJ/ggYzPjMbx/H4aGBzE7M4dkIgmP14Puni7KhOgMCkQI3XFtdXLHFW41bK1lAWduJQhnj/hunBE2iQiTRIB3wQ4LshCcVe2HgeN/FMPcOT+iEy4APIJDKex5XxyOlq1dfHkeyMSs4HnA4cuDVUAX2nFkAONPC6WHdEwf5T+5iXV6kHFb4VjPC4JVjgdqGLSpRbenS7GSJKEsLMuip2+v1ssgqkCBiMzsDx7C2OplXTXAUwI5G+Bt5tTIaKnWLxZbICa0mOUZ5FaCNeefGD2Gl86dLXeI3WSTvhmHr4CBByr3ZuF54NYbPky/HEB6RRAk2Lx57D0eQ8/9q7IGJDaXHRa7FYVsHnyBR3IpBk9YvS3EqsAyWBoMoHVmDUtDAdgyBeRc0r6inr94ri6tEWEObqVmscfVrfUyCIlQfoqQjN7S04y1AHv7Ehx75uHsmxHr3t0w138awntPtSO9Ui7r5BJWTPyiFZe+1wmuUOXBdeAOl7dlL7x9Q94n1wmv/atD+Mev3IvX/vUhyUGIlCyaXgnaWzUtrxpZJ7KbwyphDCgQMRnHO+/aIlhtFvz3vAnf+96Ge3BSlZ2ZsRkHbr4a2Li1s6vJ8pgXi+9W3z4olcBgZ2m8en1e1udWGrF+IgWHhbbWaoTZs7iEfqFAhNAlUv1E6uHi/LW6H3vrnB8MW32L79xZeUsnHUc3NcBb0mGzFJNDxmYEoQwUiCiAnvxEjIgaNf5aOzhqkVy0g+eqXLnzDNaX5LXR93YEwWyINwvZPHIpjTsoK4w1k4c1o+7uJIIg1IcCEaIulDQ2awS+wCK3EqweJMiA1cEJAtkqWOzyO6A6tjTAm5D9+fVA+/gqHvqrN/HJf/dP6H17UdJjh4P9ksXOekQrnYgZ/EQ2O6wSxoACEZPSjDqR9WtDiPzsw4i+chz5aEDRY4VvT1RuaAIADI/2I9W7f9aDr2dTA7wxY33hitaJWFm0TcfBcvzWBnhNgpbGZkaHBKvGhAIRE1LsxNtsMI4MsJEJEbONF6hfJ9Jxx5pgarabToThYbFz6D4mv46jfaS3NF6bM2ewubK3BXm78NXUfj26s5uhxpBOhCDkhQIRhSCdSGOcGhmtowHeVmOzWjSiE7HYeRz53CzcIUGnwbB8Sbxq9xZw5HfmFHFfbR0ueyTkEmlw29sE80CAc6Gd8yLAuapnbXQKb2Wx3CcIfd3RDDyrtRsVqoUS3jkE0exQHotoCKWMzerB4kmCtWfBZe3IrbSC55XdCeoK5jH6BzNYve7C6nU3eA7w96bRdiCpiLsqALBWFjaPA7lkBoCwjbdtWHj9Q5xnh119GjmMsxFEWGMFxYtDAXRcEwLL8PUYkq0uSY8nY7P6KepE9gcPab2UuiFjM2NBGRGibnRnbMYA1jbh5MXnrCistahyzNZ9KQx9ZBn7PrqM8GHlgpAi3s0N8N4VGuCFOA8Oc51wbLu2cMCKw1wnQpw+PCLE6kQ2N8ALTUorcZnB2AygTrz1QjoR46FKIPKNb3wD/f39cDqdOHbsGF5//XU1Dtv0NKNg1dZa/ptzy7VFfydGjzXkJ6IFbbeVM1CxqUWAB/ZxQtM/Zpu5WvH2Pi5kqDLNcq8PBSuDZHcInrwLnpTVUOtvFBKsEs2E4oHID37wA3zpS1/CV7/6Vbz11ls4cuQIPvKRj2BxUdq2PCOipU7EDILVenQi9rbl0lhMIGJE2o+Ujc3SUaFhnxO2HUFIEQYMnLAhwEsrb2iJJ+fEtc9+DFOf/CBWjx/F0LwPB2b88CVttR+sMGRsRhDyongg8p//83/G7/7u7+K3f/u3cejQIXzrW9+C2+3Gf/2v/1XpQxNmhQc8KSsCCfuOK2WLbw2MTRCJ5pZb9bbhQhbsHidYm5B+5gsc+DVxxmZ2KFwzkkC18owvaUPfohec07HlfluBRd+iV3QwYgY/Ea0gPxFCTRQNRLLZLN588008+OCD5QOyLB588EG89tprO+ZnMhnE4/EtP4T+UdPYzJe04cCMH0PzPvQueXdcKTNMuTzDZe0oJOTt96IX3KGy/uXWtWlRj8lC5i58VWBzefimFuGfWIB1PbPld6Wux7vBA13LbmHM7F5m6lp21yzTmEUnQtQH6USMhaKBSCQSQaFQQEdHx5b7Ozo6MD+/s2nX448/Dr/fX/rp6elRcnmEDKgpWC1eKdsKWz+226+Ui9t4LZ4kuExtm/VddSI63wYbHCo3wBt76yLSyIGvsEgePNLIIcqkFF8XU+DQf/oC7vuLH+Guv30Wd37nOdz3//0R9j/5Gizp2pkbT9oKe8FStcxkL1jgSZv/RKN1J16CUAtd7Zp57LHHEIvFSj8zMzMAAI43br8JrXUiZhCsXlud3HKlXEmQWbxSdvbOoPWhX6L1Qy/BHpL+94c4D44X+nCU68YhrhNHuW4cL/TpZucJALQf6S+NEwtRjLMRANgRjBRvj7ORnU2C5YbnceBHr6Lv+XdhzeRKd7MFDp1v3cDR7zwHNlv93/L2ILPReUpCOhHt4TgOCzOLmLw6hYWZxZ2+OoQhUPSyIhQKwWKxYGFhYcv9CwsL6Ozs3DHf4XDA4XDsuJ9oXk6NjOL5i+dKV8qV2HylnHTlKs6rRXEb7HaK22AvYV4Xnhwte9rAsAx4jkchk8N8dhWwY4ePSAZ51XxE/JOL6HhnctffMTwP761V7HljHLP3HQAg6ES2m8rlLOJOJGLnKeUn0u3p0mWvJTnRu5/I9LWbePOFt7CeKGf63F4X7j55F3qH9wIgPxGjoOhlhd1ux913343Tp0+X7uM4DqdPn8a9996r5KEJlVH6S1mVK2WDbYN1+N2l8eLFKUTYJM5YpnCencVldh7n2VmcsUypFjjteWMcHFs57cIAGDo3iRDnqagTSTrzyFoKVctMWUsBSWftLCnpRMzL9LWbePnpV7YEIQCwnkjh5adfwfS1m6QTMRCK5ze/9KUv4W//9m/x3/7bf8OVK1fw+c9/HslkEr/927+t9KEJlVBDJ9LIlbKYnTMnRo9hdWXZUNtgWzY3wLt6UxgwQJRNYZFNIMqmlC/HbMK1mgDLVX+xmWisusEaA8y1rQPYWWYqvpFzbeuq/l1aQzqRrXAchzdfqP6avPnCW1SmMRCKByK//uu/jq997Wv4yle+gqNHj+L8+fP42c9+tkPAama07jtjBp3I+dS4pCtlLmtD4t1DWH3xA0hcuF3UMdyMuLKgXrbBhg+Vxdxrs9q/x1mvE3wNT33GJQRx+7hQxVgi7slhqj2xI6i0JFOYCicQ99RfejMaZGy2k6XZyI5MyHbWEykszUZUWhHRKKoovr7whS9gamoKmUwGZ8+exbFj0puNFQwsWNUSsxibVbtSLt7efKXMWPNITfcgH29BNtIm6jjrfKb2JKi7DbYaoQPlQCSbSGl+BbhwZABMtfQTwwBHj5YyS+9vv6Oin0jck8PVnhiud8bhunQZfT9+Ebc98VMgGZW8LqX8RJrB2EyPfiKppLjdX8V55Ceif7SXnougw7VH6yUQOqB4pVxgt57sGDDIs1tPwgzLwxaMAgC4lAuF9drllLncim62wYqBtbKwujeyODwQm9DWrXj5wF7E97btnhVhWcDtBu65p3RXzcwSAyRdecTcWXhmI2B4IDShXN8Z9uYyrG+MwzI2C2gc1PE8j+xSBumZFLgIB75GyUtp9LQ7xeURVxp1eVykEzEI9C4RsqFWJ14Lx4AHv0XLYeUEL5Gp9nLq3ta2XLJ5z60EYXFXDyDuHz2GX154Fx/13bnj+VXdBisBb2cA0RvCrrTFdye3+IuoDW9h8c5nHsDt/3AG/rENkzWGEbQd7e3Apz8NeMsGc2IzS5sb4IVvxHDjuLyfMcu1Obj/+n/BdqlsDFfYE8T6v/kwch8ckfVYYkjPppF4Jw4uVT7Zv/7u2xg63o/QgPqlmtWpGJ4693TV3SlqEu4Owe11VS3PuL0uhLtDKq6KaARDZEQI/aOKsZkELxEAsLVtboAnrjxzI7uAS+w8MthaCswgj0usPrbubqZ1uLw1MTalff+mvMuOt//1CWT+4PPg/9nHgIcfBv7NvwF+7/eANuE9kJpZWt3bgoJVeH+lduKtheX6Lfi++HewXpnZcj97axUt//EHsP9cXaFoejaN+NnoliAEALLJLK6cfg+RCXW1QJGJFVx/frrq7hS1YVkWd5+sXnK+++RdYFk6vRkFeqdUggSrjXFqZBSrSxFJrpu2YBTYKONIaYCn9TZYKXTeOVgap1YTGq5kEwxwLcwBo6Pgj90D7N1bsmvfLbNUre8MAHBWFis9PgBASyQFZ0yclkcM7m/9DMjlwXDby31CPOv+xjNADUdYuXQiPM8j8U71thY3zkyqVqbhOR7Xz0xWnaPV7pTe4b24/5H3w+3dWqZxe124/5H3b8nUWBgr6UR0jqFKMwU+TzW/OjjeeZcptgA6eXHNzopeIoyFgy0QRW4liELSjULaAYtT5EmMgaZaEK4ARC57Mf92C7JrFjgCeey5O46229bBbLp8sHudYG0WcLkC+DyH1GoCrqD2/XUibBKXMF/TYG2kc3invf4uLA36Ed7Qh4QnY5g50i5pPbsZm7ELUdjevlHxMQwAZj0D+ytXkH1g94yfnMZmuUh2RyZkO5lkFrH5OAJd/qrz5CA2H0c2WT0IK+5O6eiR9n7IQe/wXuwd6sLSbASpZAouj1COoUyI8TDMWX2Pq5uiWgOgpE4kzYjbtmnJM8LlLCOUZ3IrQQBCVsTSfWv3B/FCn5NfOXg/3hy/hGBrm2ZakHyaxTtP7EH8pgtgeIBnkJjnsXzFi+BwEiP/ch4WW/mq2NXWguR8FACwcP4G+k/doc3CtxFhk4gwSQR4F+ywIIuCENzV8bpG+ssn3tCEtEBkONgvtAnYBhup3VSTt7BgF+UtB1WCS4vLLGRT6mxfFnscsbtYlIBlWU2CIEJeKHQkZENpnUjEmqjqJVKke9VT6si7VSeye3lme0fff+4/pmlvmbGfhBGfdQo3eGbL/1fH3bjx8616l8BA2ZNndbxCoKUVMhmsRQY2BSKT8nTl5jY501akwIELqPM5YJ3ivo7tLnGZwUYRexyxu1gIohIUiDQRRteJgAHedEwBqOwlUqTYkTfkWBOyCgByKzsDkUodfYu9ZdQORtJRK5YuessByHZ4Brfe8CGXKq+3/chAaZxcUOfqXTINdjPOum0Yv7cL73x0ABceGaz9ABFwe0PI79tT3YTNZkHuA7V7rcihE7GF7GBd1b+SHR47/J2+ho8lBn+nD3ZP9e7VRtmdQjoRfUOBiIpo3YnX6JwaGcWcPbqr62bFXTRRJ7yHL8F//ByCH3h16xOK2IWjdm+Z6IQLtdIGXJ5FfMZZuu3fGyqJQfPpLAo1OtyqjZhuxrUEqwDwxqf34/JD/VjcF6xrHbsZm63/7kcAVI77Uv/yg+Bbql/xy1WKZBgG3juqBxmDx/vBVOnnIycMy2DoeH/VObQ7hZADw32ClHBY1ZNZT9PD87BGediXOFij/K6NYoqum7PB6kFdcRdNqPMW7OEIGOtW34piR1899ZbhxX70tr0sDl95jZFtW1HFPFcj2YpqFLsZO7bJ0TZnnCo1wJOTSsZm+buHkPjf/yX4gCDwLVXCHFas/86DSP/rk4qvbTPObid8xwI7MiOsi4XlbqvqPiKhgVYcfOC2HZmR3XanEES9GEasCigjWBXTSpoQzwMDR3B64kJdV4m2CA/3DQ6WklCfR8EOrA+yyIW2BQsMULCKO2NW6sgrtlOvmr1l/L3pmnMYlkdL99bdPy3dbcjEBAv8yJUZdGwq11QjxHl27GxJI7dlZ0vd1OhmzIPHPi6ECKPttujcvQcQ/f4wbOfGwc6vgm9xIXt8P+Bx1n6wAji7nXB0OYRdNGkOrJOFLWRHNLeqyXpCA61o6wticXYRYbaDdqcQstPUnyQxraQJdbBFeHivcmC37RZks4D3KgdbZGfQ0UhHXimPV7O3jDucQ2BwHQxbIchieIRHErB7t66p7WC570z85rKoY4nJVjRCgHfJ3s2YKXAIzK5h8OycuLbKYrFYkDu+H5lPHBe26moUhBRhGAb2sAPOHhfsYQcYhkHQ3qrZNnyGZeDb40WmI4mOnnbDBiGkE9Enxvw0yYCWraTJ2GwbvJAJAXaqI4q33Tc4gOdxamS0tBUz6cyL7shbWHchNdWD+JtHUUg5RT9ei94yBz+1AIc/tyGyLa5NGHs6shj++NKOx4QP95bG2fh67YPUyFYAjetjxGaSpGScPvDERTz8f72Be34wBs9q7eyRWjRLAzwx6LXUTR5U+qVpAxGtWknvD9ZW4CuFXgWr1hhgyVaWaDIQfm/dviFETEfe1nV40lZ4ZsOwXu9FZq6zvI232uN5HuC16S3j8BXwvkdvYvDDy3CHc7C6CvB0ZLHvkQju+rc3YXPt/GK32q2wOITyCs/xWJutnhVRIluxHbGZpOI8MYLV1e6W0rhN4jbe4WC/Yp14CYHpazfx1Heexi/+4Xm88tMz+MU/PI+nvvM0ZZeJqhguRCzqRBqNbqW2kiakIcXYjM2Ju+wW5m09cRY78nYtu2EvlK+scxYOUU8WXSsb91sTwMAVpLN2TES9yO2t8Xgrh1+sXoC7VZ2tktuxOjn03h9F7/1R0Y/xtPsRnxEC58V3J9HSXbm/jhLZiu1EmRTSyMEB664BDw8eGeQRZVKiHVYj/eX3IzQZw/RdHVVmS4TnYY0JnzPOxiDvR2k3ElGbYql7O8VSN4lbiUo0bUZESitpQhpSjc04m7gv+0rzirtornfGMR1O4HpnHHOt6wjHnTv9QWxZHHCvwJe0VX381Z4YbmQXJP0dWhPY1Hl39Ub1tUvNVtQFs5FRQuWMldSM03LfJmOzKXmMzQBBo+Q/x8F3kYN3jIfvIgf/ud21SVqipU6kyNjq5R33aVnqlgrpRPRH0wYixVbS1TCKWY9U9KYTyfuBgr2yHIGH8Pv8pvYaOyy7GSDpyiPqzSLpzKNrpYI/yMbNrohn6wE3P96V18zevRE275RJ1bAvL2YrFNPHbGwJZsFgklmRrZtxzmVFrFN4bwNzCVhyjQuJ6xFKV6JZdSJalbqlQjoRfdK0gYiaraS3i7d4jidjs80wDNYHhdd5+1d+8fb6IFuKIrY3L9tOTX8QBrBzbKlLr1nwhP1gLMLrWMjmkUtVaVimQLaiyHYDswFeKBFNMMuydDMuZkXYAo/WmTXJj9+iE5EglK6FUj2WjACVuolGaNpABJDWSrpedhNvXfnxdaxO6dSKWyNyIQaJAyy4bY7SnB1IHNjFR6QKYv1Bas07MXpMlG5BTzg39UVZfGei6twIm8Qldl62bAVQfUtwP98KDnzVnjNiBKvbdSJS2G5sVrdQmtgClbqJRjDkJaFcglVA2VbS1cRb15+fhp11qu6UqBb1GJvlQgxibWzDgsFG/UWMjK8njNSykCVYHptF97H9VefL2SFXzJbgw1wnLvHziFh2BjmiBaubdCJSd85spxGhtFYUdSJ6ym4WS93VyjN6KnXfSs1ij6tb62UQGzR1RqRIsZV0/4E+2cx6xIi3bpyZBM/pSwynOQyDfIBBNswiH2CqBiG7tXYHRPiD8EA6Z0fCrp5RmVqER8p+Iok5kU6cMnXIrbUlWDgUg8N8Y2Zp8XY3si7hIiQ0FWvI2KxRofRuNINOZLtgVc1Sd6OQTkR/aP+pMClixFuZZBaxefmU/1LQm2BVKlV1IlX9QYT/v3erD/k1bbbmKknrvnIGKptIqbpLQcpW34bM0lgGy30+pHx2RPr9sGbrDyjrEUpXo5l1ImqUuglzQqGhQogVZWVTOYVXspPjnXdpvgVQaSr5g2QZ4PpaGOvdS3A4MlWeoczF+WuqNGaTA9bKwuZxIJcU/rbYxCKCm7b1KonYrb6bzdLq3ZXzymcOI2+31OXzUTQ2OzUyWhJKe69y2F582U0oTVRHyVI3YV4M/elQohOvXIgVZdldttqTDMxsck6zY+/mDzLWv4L8HWNw77sBi6u2RfiJ0WMqrFRevJ3B0njx3UnVjltrS/B2dsugjHQOixKs5h1W2YIDOYXSaqEHP5FKKFHqVgLyE9EP+vyEiEDvQiMxPiU2tw3+TvOVB4pINTZTBC38QTY8NNo5LwKcq6F+LfXQelu5PBCbWlTvwJu2BItBzWaCtciFGMRGWcRHWCT2M4iPsIiN1h+EmF0nAuxubGYUSCeiLwwbiOgdMeKt3mN7wLDaXW2ZQSdSSbCqFds9NI5y3The6Gu4k60U2u/oL43TqwnVjguUtwRXy4rI3UyQyXNg5BB9SxBKV6MZdCJiG+ARhBgoEFGQWuKtYJ9IBZwC6GnrnxbwHINc1F/qxCsH1Tw0DnON7RSRgqPFDdYqlD24PId0TF3zvAibxCVGCEbkNkvbTM/5RTz4X97Ep/70JbTVYfdODfAIQh9Qfkphaom3xlYv09WFymTm2xF/8y6AY+A5KOhFqnFi9BheOne2umC1hocGDx77uBAiTFKV8pCzzYv1BcGFa+HCBPpOjCh/0E1ELElc4uaxjwvBibIOKoM8xtlI3a6qm7Gn8ght+Ii0TcUQGRAf2A8H+3WXTasHvfmJEEQ9GD4jomfBahGjiLeU4IGBI5oKVnfD4lkHOCEayEflyUrV8tDYvFNEDQL95a60q9duqXLM7UTYJM5YpnCenZVk7S5WsLrcV9ZXtU1LsHrnAU/Kir3ZIKxRviEfEi0J2rU3QzS6ToQEq/rA0GdEvQtWCXWQemVr8SbAWAShZC4akGUNYj00pHhtNEJ4pK80TixEVTnmrshklrYbsQ438nbhK6xtWlxpxpe04cCMH0PzPhxbH1Csy263p8v0glXK5BJyYehAhGiM4513mUKwKhWGAawBoWzBpZzg0o6G1yF2B4haO0X8feHSST+/ngGXN5+dPW9hsdIjZEU8K2k416o0+YMQhPQtenf0GKqnyy5BEPJBgYgO0KoTbzNjDURL41xMXHmmWh+UWh4acu8UqQXLsrBvEkkvv3dTleOqzXJvuTzTWk2wygNdy24Au2l4BMR22dUbevUTIQixUCCiMfuDh7RegiroTSdiC5TbqYrRidQ0NtvkoaHkThEpeLvKGoKlSzPqHVgmROlEeltK41CVjtaetBX2gqWKhseYXXb1oBMxOqQT0R7DByJ7XN2GEKw2MzWNzXge1igP+xKnmnjQujkQWQ3I8pxFD40Mtn4eM8jjEjsvy04RKbTtL2uo1maWVD12o4i11BcrWN1ejqmE2G68YjG7TgQwvmCV0B56FwisZlc0u7KyRXi4b3CwlMr7PAp2ob+HWFfLUyOjeP7iOQwH+0Ufl3WlwNqz4LJ25KJ+8Lw8juERNokIk0SAd8EOC7IoCOUYDXzr2m/vx7V/fB0AVPcSUYtUwImUzw5XPIvWmTgYjge/i0lgziJOIyOly24tuj1dussEyo3L6qHSMtEwhs+IEI2hpQeBLcLDe5UDu01jqIZ4kGEAazAKAOBzNnDrbhmffGOnCCO4mrbz2li921x2WOzCtQZf4JFcMljdQSTFrIgtXUDL0vquc5LOPLKWQhUNT40uuxpk7aRAOhHCyFBGRCek8knTb4ebTc6V7a95IRMC7EwWMBBODO4bHGJtynU+tfpjyC60g3WlwGUcgr9IFUQZm20Q4jw7zLzSyMlm5iUWV8iHxJywM2rhwgQGHzyq2rHVYuxEDyZGO7Hc40PaX2EHFAPMta2jb9ELHvwWrQi/0Xe3UpddObJ2ShK0txp+95vW3ErNkh2EhpgmI2JknUgzCFa360SsMUEcWOlrXA3xoKt/Gm0fPo22B1+ArXVVtufVi9U7AAQHy8Zm0evzqh1XLsQIVpeGApgdCVcOQjaIe3KYak/sKNOkmFzFLrtyZO2260R4nkd2KYP0TArZpQx4nWVX6oF0IkQjmCIQoUi2cdS+ohIrCpQiHpRqbMY6smAd1b0nJFPD6h3Y+L1K55722/tL4+SisUozYgWrUoh7crjaE8P1zjimwwlc74zjp76Lu2c2amTtgNpbfrc3wEvPprH8syVEX15F/FwM0ZdXsfyzJaRn0w38Vdpi9kwuoTymCESIxtBCJyJWFCh2Xj3GZpLYsAUftu+pqvcQa/Xez7Wqohtp6W4rlRsKmRzyWeNmDmWDAZKuPKLeLJKufMW0nNxZu/RsGvGzUXCprRkZLsUhfjaqWTDCczyiczEsXo8gOhcDL0cnY4KQAOWkCE3I+wVxIFvhi54HwFUTD6qIL2lD17Ib9oIFQ76jAFdZ7yHWwr2fbwV4dXQjDr8bmajw/JHL0+g8OqjYsbTCGcug49oqQtNx3LhnD1b3ttR+0AbDwX48f/HcjmBWWtauesDM8zwS71S3oU+8E4ejywGmDk1U0N5aVwO8yMQKrp+ZRDZZzgzaPXYMHe9HaIA8Sgh1oIyITtgfPGT6bXBbGuAxG+JA7EwKFG9XEg/KSX7Ni7V3D2P15fuQntlZ4qtkC15J7yHVwl0N3UhLd1tpHLlcNjZrmV3G3n+6jJ5/uoyWmxHFjq8GXVeXce/3rmD4n2bR8Z48eh85s3a5SHZHJmTH86Q45CIylwqrEJlYwZXT720JQgAgm8ziyun3EJloHgEsNcDTFtNkRPa4unErNUvCIwORCzFIHGC37UgQMiFq7UjgszakJ3uF9awE4ezZ9GVU1RacAQ8e+7gQIkyydEFctHp3wFqxPCPmeeQkdHAvIpemAQBrs8twxJI49N9fhv9mBPxGoMfwPOLdbbj0GyeQCeir5v/SubM1nW03W72LbYBXC7mydt2eLrwzPYle1E7vcWl1egLxHI/rZyarzrlxZhJtfUEwu/iybMdl9WBs9XJTCO8J+aGMCAFAuwZ4uRCD2CiL+AiLxH4G8REWsdH6gpBTI6OSBatWfxxghBxMflsn3tq24ILeI8C7Nt9Z0eq9Ers+j4yED/WWxnxsHUf/7lm0zC0Lx+Z5MBtiS++tFdz5d8/CklbvqrwWYgWr8Q4Pcg6hLCZXICJn1i5vE5cpY53qfCXH5uM7MiHbySSziM3L9FoSRBUoECG0h2GQDzDIhlnkA4zi5Zgth7YWYG0RrMHzay3g82WNh1hb8O26kEpW71KfRy4sdiusTsHP5CgA52oS7C6CRJbj4Ygm0fnWDUXWoSQ8y5R0Ie5oBs54RvJzPH/x3I77ilk7zr71fs6Oilt+dyPpzYF1Vf88sS4WtpC96pxqFHUiYsimcrLOI4hGoEBEZ5hdJwLorwFe0WEVPJDb1ABPrC34brqQCJvEGcsUzrOzmGTEZZqk6kuk4G4PAADuEDG387zxAhFgawO81pnKfWd2o1p7AFmydgzgvcNXdYr3Dl9dQtV6sLtstSdJmGcWSCeiDaYLRMjYTN/UbICnAbZiIIKt5ZnatuA80sgJvWR2Y8PqfZJdQRq5+p9HBgIbxmZuVJehMABsSenZBD2w0lM+0UsNRGoiQ9bulewYXMO7txJwDbvh7HYCUMfwzN/pg91TPfvi8Njh76wePG2HjM2IejBVIELGZo1jBqtoyTqRQLQ0zm3uxLthCw7s1HsUTw7jbKS2wLSKbqR4W9TzNEDHkQEAwAqAankenmGw3iZ+66sajHQOi3JYXdmUEZFNJyIT3Z4u+KIOpK7t3kYgdW0d6dm0aoZnDMtg6Hh/1TmDx/tFCVWLkLEZUS+KBSJ//ud/jvvuuw9utxuBQECpwxAyomUDPLmox9jM4k2CsQmZtHw0sMUos5IteIJL4xI7L9r/o5JuJIO8pOepF0/YD8bC4k1U/0fP8Dxu3SO/o6kaJINOpL1CKaF1Oq6vxnQ8jz03qwd4a2/HZDE8E6sTCQ204uADt+3IjDg8dhx84DbyESFUQ7FcVDabxac//Wnce++9+M53vqPUYUxJ0zXA0xiGERrg5SJt4NIOcGknLK7yl37ck0PcHYMnbYWtwCJn4fCzi6/gsEQL8gibRIRJIsC7YIcFWRSEcoxK2lxnwIOry2sYA3Abdh6WZ4CVfV1YOtSjzoLkhmGw0uND15VlONbz8CynkQyJ34lUydhMDqwxwJ6rLkbms9UDJzGGZ1Ib4IUGWtHWFxR20aRysLts8Hf6JGVCCKJRFAtE/sN/+A8AgCeeeEKpQ1SkwOcNW+/bHzxk6DqrGB4YOLKjEdiu8DysMcG5krMxgl+DQmI+W3AVuYhg/JVfDcDi2tYgbsMWvLQ0ABfnr0nvh8JAUS1INXw9IaSW1/BDAA+3enFnMgNrRtgVkXfYMHvsNkx+6A6ANW7FdmE4AIbnsdLTAs6mn79DSs+kShQNz+zh6s39pMKwDAJdOrAw1gFFYzMq86uLrs7WmUwGmUxZKBePS6/zFo3NiPpZza4gaNc2Lat263V7xxLACHoRMZ14T4weE6Vb0BPhQ71YOD+BAoDncgWkvvwv4FmIAgCSHQFwNl19HexAjLHZ2MlejJ3srTpHCwT3VRmCEZUMzxqBjM0IqejnkgHA448/Dr/fX/rp6TFoitjA6EEn0mjr9XqMzWzBKDz7r8HRsQTWZtydV9Vova18lZdNpJC3sFjbG8La3pDugxAlOvGqSdGlVazJXSXUMjyrF7OXlAllkPSp/vKXvwyGYar+XL16te7FPPbYY4jFYqWfmZmZ2g8izIUMrdeJ3WGtLGzujbQ+D8QmF7VdkE7ZzdisYTa5tFacYq+e6RNreCbW2Iy67hJ6QdJl0B/90R/hs5/9bNU5g4P1d/Z0OBxwOOStfxoVswtWizqR7YLVYuv1SmxuvZ4PKLrEukks2BGbFDwhAgMpeNr1407p6QwgemMBALD47hSCg50ar0ghOB6+pXWkvXZkPeJNuYaD/ZKzaWLJhRhMD8QwMN+6ZWcM62JLZmfxs9GKj5fT8Iy67laHdCLqIikQCYfDCIfDSq1FNozeAE8PglWtdCJytl6XCs8DhYQXudUALJ512Nuq7z4o6kSKZYPMmgVXftiB6IQbZT0Ag8DgOg5+egGOFuWcU8US3NdVCkRiU+bMiPS+vYDR/zEGW7qAs79+ABPH9mi9pBIt3W244J/D/S0HwKU5sE4hy1EKMI4FkHgnvmugUjQ8a5Ri193tFLvuNvvWXQtjNbQxphFRrOA4PT2N8+fPY3p6GoVCAefPn8f58+eRSCSUOiQhE1rqRORsvS71yjYfDWD1hfuRuHA7MjN7pT02w+D833UjOlXcLsqgGCjFJl04/51uFLLab4nsONJfGqdXjPVvUayxWbrFDltaCPraZvRlbAYAYAB72AFnjwv28NbtuM5uJ9oeDiNwfxC+UT8C9wfR9nBYtiBEbNfdRso0xU68BCEWxQKRr3zlK7jzzjvx1a9+FYlEAnfeeSfuvPNOvPHGG0odkjABZVHf7vAQfl+r9Xo9XhBWfwxghSNvcVgVwcLbPqSWbQC3M9jgOQapiA0L57V3LHX6PWCtgp8Fly8gHd/d6dPIrOxtAb/xNrTW6bCqiE5EJAzDVAxUpLCbToS67hJ6RLFA5IknngDP8zt+Tp48qdQhTUdTNsCTsfW6VBiWh9UnfAEXEh5wOfGlvfm3awcZYuaogbPVWxovXpjQcCXKkHdaEe8QeroEbiXB5qRtea3WAM8oVCqrUtddQo/oey9Ygxi5ztcM+/ArNcCTq/V6PWxpgCchK5JNWFCrnVw2uRHY8ECAc6Gd8yLAueSwl5CEv6+9NF65dkvdg6vEcq8g/mQLPIJzMjfAkwFRhn4KQF13xUN+VOph2kCEFM+NcbzzLk0b4MnSer0OrJsCkdymTryVODF6DBfnr8HZmgOYKhEFw8MVzCHEeXC80IejXDcOcZ04ynXjeKEPIU69HVLtI32lcXK+tnmb3ijpRHjAk7IikLDDk7JuCehW9pazT63T+gpEtGxtoFTX3d0wsk7EqBsdjIppAxHCBDTYer0uY7NNnXilZES63hdHSZiwGzyD2+7O4DDXCce2zWoOWHGY69w9GFEge+IfKGdEcusZcHn9u3UWKe5Q8iVtODDjx9C8D71LXgzN+3Bgxg9fUriSX+ktn0hb9ShYVYntOhEluu7uhpmtBwj5MUQgMjszB44zzpclIY0dOhENYd3rYO2CmC+3GhTtmxYeSSAwsL57VoThERhcxwf3C9oMZlsJp3h7HxfaEmgolT1hWRZ2b7kZ3Mo1Y6WgB+0d6Fv0wlbY+vVlK7DoW/TCl7Qh2uUFZxFe17Y6MyJaClbloJJOhLruEnrDEIHIT374j/jO//0Ero2NS36s0XUiZhesVtKJaAXDANbWKACAz1lRSIg76bMW4PbfuoXuYzGw1k0eEDYO3cdjuP9frcJtse0IQkrHBQMnbAjwQoAQ4jzSsycS8HYFS+OlS9MNPZeq8MD9noMAKgd0XctucBYWq91C4OdbXIctJe17wAyC1WqEBlpxz6/fids/dhD7T+3D7R87iNFfv5OCEEITDBGIAEBiLYGnf/yMpGCEdCKNobVORCtswbJuIrcarDKzzMX5a7DYeAw/EsF9X57A0c/dxNHP3cR9X57A8D+LwGWr3gK+iB0WgN/IjkB89kQqbQfKPinx6aX6n0hlArwLLRZX1YDOXrDAk7ZipUcoz2TcVnhWtOl4XIluT5dmgtUixa677UMhBLr8DZdjzEaxEy+hPIYJRIq88NxLVKZpdnge1igP+xIHa5Sv2XdGegO8VTC2HOwdi2AdmZrzt3eEtTp5BAbSCAykYXUIa8tCnKtqFgUEeBecEJ89qYf22/tL43TMOFk3O8QFdLYCi6sne/A///Q4nvyPH0C0u86t0xI/a8RWjCxYJdTDcNLgxFoCszNz6OmT5nxJ6JvZ5Jyo3QS2iNAUr9yPhkfBLniL7Laj5tTIqORav7V1FW0f+YWsViVRJoU0cnDAumuAwYNHBnlEmRTaee8uz7ATsSfl3bC57LDYrShk8+ALPJJLMXjCNVzidIDYgC5n4ZBsqz9QA4CubADOV9Nw80UtRfXPmh4pNsDTwi3ZZfWYvrRMyIPhMiIAkExI+3CTTkTfiNWJ2CI8vFc5sNuMIdks4L3KwRaR52qVkb5BR8STAuNsBMDOVvDF2+NsBGCkZU8awRUq7yxZMIixWTGg4ytkJnjwyFoKSDob+zfvS9pwfH0ALn6rn4bcnzWCIAwaiHi84oV6pBNpDN3oRHghEwLstA0r3nbf4HSdOo+wSVxi55HB1pNkBnlcYucRYYWAs3SyrSAC4cEjjRyiTGO6h82dd6PX5xt6LtUQEdDNta031g+RFwSvwuG2a3QE5Pqsaa0TIQg9YLhAxNviRXePdoZAhDZYY4AlW/n8wkD4vTUm73F5jgGXdoiae3H+Ws05ETaJM5YpnGdncZmdx3l2FmcsU6UgBICk7EkjtB8ZKI2TizK/cAoSYZP46drbSBTSW+7PWThMtScQ95TtyZ2xDG5/5gYe/C9v4tAvJkU9vydthb1gqaLRkeezpqWxGSEOEqyqg+ECkZMPnQDLGm7ZRIOwOXFXn7vNE2Vsts2lk89ZEH31GJZ/9hDib9cuHW0XrFaFAaJsCotsAlE2tWtAITZ70ggte4KlnRKFTA75dPVmaHrC3erD/2/1BVzvjGM6nMD1zjiu9sS2BCEAwHI8Dv9iCqHJODrHxLnIbvcnqYTYz6Qe2K0BnlqQYJWohWHEqt4WL04+dALD+/fV9fgCnze0bW8qnzS1W+EDA0dweuJCxatEzsZAzH5VYZ40fEkbupbdsBfK4s+spYAx5LBYsCAfDYDnFemzV5UIm0SESSLAu2CHBVkUhHKMjOtw+N1IrwpBzdKlaey5u75/X1rAA0i6qmtB1oNOJNqc8C6nEZqMwZIroFBjK3XOIm5XXj2fNS0I2ls1K6+SYJUQgyFSC5/4tV/B5/63z9YdhBhdJ6J1Azw96ETyfqBgrxyK8BB+n5e48cOXtFV06RzpnETYtwI+b0FhTaPOuSKyJ43QsjdUGkeu3pT3yXXC4j7BC4Yt8AhN1rZ7TzrzyFoKVTQ69X3WCILYHUMEIt09XVSOaXYYBuuDwmdg++mheHt9kJWWtqgqShRu39Y5BYBHbkWcsZnRCB/qLY0TszoQJUuk1ACvCgtDgdI4fD1a+0mZDcErdtPoCEj+rFVAD8ZmRG1IJ6IsdHYnDEMuxCBxgAW3rXkoZwcSB2p7O2zXidQUJTKA055FwLOGnMgGeGIEq3oidLCcLcysrRvKLLDYAK8Wi8PlILLjmjidSNyTw1R7YkeZRuxnjTAPRi7pGwUKRAxEM9RaazXAy4UYxEZZxEdYJPYziI+wiI3WPjGcGhndcZ9YUaLDmkVehNW7JMGqTmCtVlhdG5EdD6zNRLRdkAKk/A6shQVzs7bpOCxZcf4rcU8OV3tieNHzHs66J0R/1vSKVoJVl9VDglWiKk0TiOxxdRve2ExL1NCJiG6AxzDIBxhkwyzygfrdx8SKEjN5OwpJN7iMvfZkA+LpCJTGC+9MarYOJVnYrBOZkLDvlgGC7SHctK829FnTmkqdeAlCDzRNIEIQ26ktSuSR4VhEk4JQVWx5xmi07ttTGscmFzVciXIs7guUxh1idCIqQzoRopmhQIRoKrboRKqKEoXbMw4Gxa0qYsozRqTjaNnYLLWypuFKpDPSOSxKsLo4GCiN28fF6UTUgozNjAEJVpWDAhGDQTqR+tlNJ1JJlFh06VwLlbd7FpJuUccxmmDVGfCCsQpfBVyugMzausYrkp+034GLH+nHK585jJd/53atl6MZWhqbGRkSrCpLUwUipBNpHN3oRGSkKErczaXT4szA97630Prg8/C97+2az2VEwSoAuILljr8L5ye1W4iCXPzIAGaOtCPjla71GQ72S+7irDe01ImQYJWoRlMFIkRjaNFKXDUYwaUz6s0Kbp2bNImOPQuwuNKVH2sC/H3tpfHKNUpBawHpRIhmhQIRgiDQfkd/aZyYj2q2jnoQqxPRM6QTIZqZpgxEjFqe4TgO8VsJLF6PIDoXA88Zp+mWXhDVAK8J8fe3l7JA+fUMuLwx/43UwhnLoPftBdz9o/fA5iSYt/FAKOeFfYmDNcoDPP3ba0ZIsKoMTafA2ePqNuSHafraTbz5wltYT6RK99k9dgwd70dowFweAbUa4GlBdjGM7FII+XgL/Mdfr2oncWL0GF46d1a086ceYFkW9hYXsnHh8xW5Oov2kT6NVyU/d/z0BgZfnwcATB9tx9Im+/dKlJsitgJjPAAeBbtg825Ec7Mz82+Zu8yqEBbGatiLWL3TlBkRozF97SZefvqVLUEIAGSTWVw5/R4iE+r2CNG6AZ4WpCZ7kbrRj1ykDYWkObsgt3S1lcZLl6Y1XIlyLG3axhu+Ea05v1JTRDYLeK9ysEWMlRkpClZ5jkd0LqZqdpUEq0QlKBDRORzH4c0Xqm+5u3FmUrUyTbNeSdlay94TZm2AFzq4tzSOG8zqvS4/kVrGZlWbIgq4b3CylmnUEKxytzi8/oO38e4zVzD2/DjefeYKXv/B26pf0BBEkaYNRIySYluajezIhGwnk8wiNl+7vTlRRqpOxNZa/pLOr4grhRnNTyR8uNyJNxs3n5cIACTbnFj3OwAAoak4mHxlnUjNpogALFnAKsExvhpqlCLTs2kU3swjm8xuuV+r7CpBAE0aiOxxddeepBNSyepBSJFsKqfwStRHTWOzWlgDMYAVTlpiMiJG9BOxOu2wOGwAhNT92uyyxitSAIbB0qAfAGDNFBCcTVScKrYpIpszRnmG53kk3ql+waJmdtWoGFFjqHeaMhAxEi6PS9Q8u8um8ErURQtjs2owLA9bQLj0LSTdKKQdGq9IGTzt/tJ44cKEhitRjs0C1WrlGbFNETmbMQSruUgWXKr636R0dtXoOhFyWFUGCkR0Trg7BLe3ejDi8Njh7/SptCJ1OvHqka3lGXPqRIKbGuCt3ljQcCXSqUcnEp6IVpxXuykiULADef+uv64bpXQiXFpcYGXG7Cqhb5o6EDGCToRlWdx9srpAdPB4PxjWGFdlekKqTsRah2DVaDqRjqODpXFq2Zy6o3iHGxmPkEEM34iBqVSKqNoUUWB9kEXVvdwSUVInwjrFfd2bLbtK6J+mDUSMpBPpHd6L+x95/47MiM1tw8EHbjOdj4ga1KMT2bpzpvZrbkSdiLutBYyl3AAvmzChtT3DYHGjPGNP5eGfr9xIslJTxBSTReKAsXxEbCE7WFf1r3y1s6sEATShoZlR6R3ei71DXViajSCVTMHlcWHVvQS33Vv7wQZFb8ZmrC0Pq28N+XgL8nEfuLwFrLWg9bJkxxn0IhURsiELF26g5/3aN1uUm4XbgrCv57A0GEDWVf1rMO7JIe6OwZO2wlZgkbNwOJ8ax6mQ9GBWSxiGgfcOH+JnoxXnqJFdLepE9NDEs15upWZ1dzHLcRxmZ+aQTCTh8XrQ3dMFljVGroECEQPBsiw6esrNyaKr2no9rGZXNO3oqQWOnpuwZRywta6CYSVYhBuIQF+4FIisvDdnqECkqBOplY0av68b4/dJOJFsNEUsYdBEkbPbCRwLIPFOfItw1eGxY9CELs1KoEeH1Wtj43jhuZeQWCvvAvO2eHHyoRMY3r9Pw5WJwxjhkoLo7QNlFMxibCZVJ+IenIT34BgcHYtg2NrbHE+MHjOcTiS8uQHerdXKEwnFUNLYzNntRNvDYViOW7H/1D7c/rGDGP31OykIMSjXxsbx9I+f2RKEAEBiLYGnf/wMro2Na7Qy8TR1IKK31JpU9gcPIZWvXN8mqlOPTqQZCAx0lMa59Qy4KqZfhPyoUYpkGAZsiEX7UAiBLj+J3Q0Kx3F44bmXqs554bmXwHH6/jfc1IEIYQyUMjYjdqfYAK/I8ns3NVyNwvA8fPNJ+KoIVndjONiP5y+eU2hR5sfofiKAPozNZmfmdmRCtpNYS2B2Rt/foRSIELpGb8ZmgNBapJB0Iz29F4WkW9RjjFaeaekqp+mXLhqrAZ5YP5GWpXX886+8go/9p9dx6PSUCivTH2fmq/exInZHL8ZmyYS4AFrsPK1o+kBkj6ubdCIN0IzGZpmb3Vj55QexduF2ZG511pxvxG28bQeM2wBPLImgE9assOspNClTwxgZUboBXrMJzc2IxyuuE7jYeVrR9IGI0dFSJ2IGweqpkVHpxmaBaGls1k687bf3lcaZmL6vpuqFt7JY7hU8M7zLaThjGY1XVEYvW9YJfdPd0wVvS3ULB2+LF909+v48USBCEBKxeJNgHUL30txyq5xd4HWD0ABPSD/zHI81A+6eEVOeifSXzbvCE9KzIqQTqR/SiTQOy7I4+dCJqnNOPnRC934i+l4dQUDQiehJsMow5b4zfN6KfFycE6XRdCLucKA0XjRYA7yRzmFR8yID5UYxUsszw8F+SfMJc6EXncjw/n145JMf25EZ8bZ48cgnP2YIHxF9vJJEw6TySbis+q4Dmglb20pJH5JbboXNX70vy4nRY6Ku0PVEcKgDazcFfcjqjXmNVyPgXFmDO7KGvNOG+N42oMErvaX+ciBST0bE6ATtrTgz/5YpyqzNzPD+fRgaHiRnVSOzx9WNW6lZ3US4UtkfPKRZivN45104M/+W4YVv11YnJV3h2trKIt3cchswOCn/ojSm4+ggpl+8BABYj2jbAM+9GMXw/zyH4ES5I3DG58LEA0cwf3f9V3w5tw2xTg/880kEZhOwZvLIO/TzPXB64oIud44R+oNlWfT07a09UYcYI1wiCAWpx9jM0rIGxia0S88tB02pE/GE/eUGeNk8suva+Jq7InHc9e2fIzC5uOV+ezyFA0+ewd5XKgfhYrJQSxvlGZbj0Ta9Jnl9SulEmkGwSjoRAlAwEJmcnMTnPvc5DAwMwOVyYWhoCF/96leRzWaVOiRhcnSnE9nIivA5GwprLRqvSBmcgXK5b/Edbbw2Bp47DzabB7Mt2it6gQ4+ex7W9Z07XkTrRDaVZ0ISyzOkE2lujJpF1xuKBSJXr14Fx3H49re/jUuXLuEv//Iv8a1vfQt/+qd/qtQhCROjx/T01vJM7dKUEfvO+HrCpfHyVfUdVq2pDMKXZ8BWSTkxBQ7t70zWfYxiRiTjtoLhTJjaEgEZmxFaolg49/DDD+Phhx8u3R4cHMTY2Bi++c1v4mtf+5pSh21aijoRrQSrZujEK1UnYm9bwbq1AFvrCliXQdux1iB8ey8Wzt8AoE0DPPtaakcmZDs8y8LZgNdJss2J//Un92At7AZ02HNFaZ1I0N7alMaEhH5QVSMSi8XQ2lr5ZJXJZBCPx7f8qAk5rNaHGRT3delEfHG0feQ5+I+9AUfnQu0HGJDW4bJOIZdMq948K+d21pzD8Byynt3nibJ7ZxisdXgaCkJIJ1I/RteJWBgr6UQaRLVAZHx8HF//+tfxe7/3exXnPP744/D7/aWfnp4etZZn+E68hPowDMCw5k7lsywL26aT/Mo1dXU6Oa8TK0Od4JnqQcLiHf3qLGgXSCdCEI0hORD58pe/DIZhqv5cvXp1y2NmZ2fx8MMP49Of/jR+93d/t+JzP/bYY4jFYqWfmZkZ6X8RYVr0ZmxWD0bUiXj3lG3sl95VvwHexINHwTMM+F1iER7AzfsOIusT13xQFGbcAkUQOkayRuSP/uiP8NnPfrbqnMHBwdJ4bm4Op06dwn333Ye/+Zu/qfo4h8MBh8MhdUkEoTk8x4BLO2Fxp7Reiuy0HdiL1fFbAID4zJLqx1/rCeGdz34IB370KpyxdfAQdsxwFhYzHziEiQfk0U8cPD2FzrEVONey+OmfGK9RYaOQsRmhFZIDkXA4jHA4XHsihEzIqVOncPfdd+O73/2uYVzejIqWglUzGJudGhnF8xfPSU61x988iuxiGIy1gNYHf4kaVQTD0X5HH8afFjQQ6ag2DfCig50480f/HIGJecFZ1WHDyv5u5F12UY9/6dzZml2QO8dW0DEeBQC4VtNIBWvrU9TC7ILVok5kf/CQZmtohKJOhEr89aFYZDA7O4uTJ0+it7cXX/va17C0tIT5+XnMz+vDKroSJFglpMLnbODzVnBpB7h1GUsEOsHudoK1bzTAK3BILmlkhc4yiA7twdyx27B4dEB0ECLWT2RpMFAah+voO0OCVYKoD8UCkeeeew7j4+M4ffo09u7diz179pR+9ApFs8ZAbzqRzX4iWZP6ibhD5cZ+xe28ZqPRTrwEQdSHYoHIZz/7WfA8v+sPQdSL/o3N2jRciXIEBztL49Xr+s5q1kukzw9+4xtRqsOqWSBjM0ILSLRByIoZjJGurU5Kmm8NRMFYBH+NXKTVlJsu2o8MlMbrS9o2wFOKvMuKWIegrwrcEhrg6YnTExcUfX6x+i6e4xGdi2HxegTRuRh4mdxoyU+keaFAxGTsDx5CKq+NoNAMivt6jM0Yloc1KLiOcmmnKXUiLXuCYDYMvwqZHPJp4/WMEtMAr9h3huGAVmqAt4PIxApe/8HbePeZKxh7fhzvPnMFr//gbUQmjH8BQmgHBSK7QIJVQir20HJpnI2IK88YTSfi8JcDrKVL6vuJNIJYweryJp1IaIoa4G0mMrGCK6ffQza5NQjNJrO4cvo9CkaIuqFAZBskWNU/ejQ2s20KRMToRGptJdUjLXtDpXFEgwZ4ahDpK3fibZsyZwmqFrvpRHiOx/Uzk1Ufd+PMpGxlGqK5oECEIHZBsk7EHwNjKQAwr04kfKi3NE7MmvPqdy3sQsYtbFUOTcabzmW1kk4kNh/fkQnZTiaZRWy+8eCNdCLNBwUiJkUrnQhgfMFqvTqR0u4ZhgefFedxYSRCB8vZwszauuoN8FSBYfDOxwbx6m8ews//8H1ar2YL3Z4uxQWrlcimcrLOq4RW3cMJbaFAxIRo6U5oBsFqvXgOjqH1Qy+i9cHnwTrEiTmNpBNhrVZYiyZiPLB2c7n6A3SIGMHq9fu6MX1nB9ZbnZBqk6uksZmW2F02WecRxGYoENmFPa5uEqwaAL3pRKy+NVg866LPXUbUiXg6AqXxwjuTmq2jHsQKVomd+Dt9sHuqZ/kcHjv8nb6qcwhiNygQIQyJHo3NmoHWfWVn5NjkgoYrIZQiaG/dIVhlWAZDx/urPm7weH9pi3ejkE6kuaBAhFAEo+tEAOmC1WZgs7FZalm6z4ZRcMYy6LmwiKNPjevK2ExLnUhooBUHH7htR2bE4bHj4AO3ITQgT8NL0ok0H5K77xLGIZVPatqJ18gUO/FKJb/mQXq6B/loAM7+KTi7bymwugbggQDvgh0WZFFAlEkBEi5iXUEvGCsLPs+ByxWQWVuHo8V8Bm4jz05i32tC6W/uUBsWh4OSHv/8xXN1iZ71TmigFW19QWEXTSoHu8sGf6dPtkwI0ZxQRsSkGLWdttHhMg6kbgwgtxJEbkVfDfBCnAfHC304ynXjENeJo1w3jhf6EOKkBauugLc0XjSYTgQQJ1glY7PKMCyDQJcf7UMhBLr8FIQQDUOBSAVIsKp/9GhsZvWXfRTyUX+VmeoS4jw4zHXCsS0J6oAVh7lOScGIvy9cGq+8p6/XvxZiBatFq3egOY3NdtOJENIgnYh4KBAhiCpI1YmwtjwsXsHDJR/3ged0cLXIA/s4wRWV2VaHKd7ex4UAkd5d4ZG+0jgxvyrPGnXGWkjfxmZa6UTUwgwN8AjxUCBCKIbRBav11vitgagw4Bjk49pvZwzwLjhh2xGEFGHAwAkbArxL3PMNdZbGuWQGXN6cxmbLG3bvjmQO3khK4wWV0UsDPIKQCwpETA514lUfW6CsKcivBkQ9RkmdiB0WWeexLAub11m6vTJurPKMWCKbdSKT0sozZjU2IwgloECkBkbWiTSLYFV3OpHNgUistk5EaWOzLAqyzgOAlj1lIe7SReN14hUnWC2/d1IFq2aAdCKNQzoRcVAgUgXqxKt/9GhsZvXFAUbQFOR0IFiNMimkkQNfQQTCg0caOWErr0ha95f/bcRnlhpeox5Z7mkBv/ENKTUjogZm14kAxjc2I8RBgQihKGbQiUgVrDIWDlafYPZVWPOCy4sreSgGA4yzEQDYEYwUb4+zEUl+Iu13lAWr6ah2DRaVJO+0ItYh7Cbyzyd0Z2xmdsjYrHmgQIRQjGbWiZQEq9DHNt4Im8Qldh4ZbD2ZZpDHJXYeEVZaMGF3O8HahCs+vsBh3aQuqwu3BbE4FMDVD/aAzUkX5dbUifA8rFEe9iUO1iivu905BKEGlDsyOfuDhzC2epmuLlTG0bkAxpqHLRjd4i1SiROjx/DSubOKNmaLsElEmGRDzqqbcbW1ILmxfXfhwgQGPnSHjKvVB2//av3vx3Cwv2o2zRbh4b7BwVJq1MyjYAfWB1nkQjrY9o2yTqSZLyoa5VZqlsr8NaCMiAiMLFhtBkQZm6l85Wlvj8B7aAyOPQtgbTr6/DBAlE1hkU0gytYfhABAYKCjNF4d15mVfQ3EClaVwhbh4b3Kgc1uvZ/NAt6rHGwRcZ9P0onoG9KJiIMCkRpQJGt8bBEe/nMcfBc5eMd4+C5y8J8T/2UPUAO83Wg/0l8ary9GNVuH4eCFTAiwMw4s3nbf4GoGy6QTIcwCBSKEohzvvEtTwaocV55mbF4mB/69IYARTp35dA6FrI4yP3LD8/Asp2QRrFpjgCVbORnFQPi9tfl2DBNNCgUiTYJWxmaaItOVZwOHRyHpRnp2D/Jxb+0HQFljMyVwtJTdWCNXZjRciXIMnLuFT3z1FXz8z8+g8z1plva7GZuxOXGfN7Hz1ID8RAgloUCkCWhWYzOtrzyz851Y+eUHsfbWUWRu7ak5X2ljMyVo6W4rjY0YiIjRiWSdVjgTOQDyNMDjbOKEOWLnKU3QXruLNFEZC2MlY7MaUCAiAurEq392MzbT+srT6pdu9W402g7uLY3jN5c1XIl0xO5QWu4tW723TjceiOT9QMFeuccgD+H3eRG7vrs9XaYXrBq9AR5RGwpECFXQQici55VnPcZmrCsF1iGIU3JRvyktIjZ34s3G1zVciXKk/Q6sBxwAgNaZNTBcg28kw2B9UPjq3f5Mxdvrg2xJf0MQZocCEUJxtPIgkPPKsx4Ypmxsxuds4NbdyhxIQ6x2KywOGwCA53is3TJWVkQsxayILVOAb1663mq7TiQXYpA4wIKzb53H2YHEAf34iGyGdCKEUlAg0iTsDx5qCsHqFp2IDq48NzfAE9N35sToMcMJVt3h8t+1eGFKw5Uox+byTJvE8sxwsH/X+3MhBrFRFvERFon9DOIjLGKj+gxCSCfSOKQTqQwFIhIgnYi+2U0novWVp22L1XtA0WNpRXCobGwWnZjXcCX1IaoTb9+mQEQGwWoJhkE+wCAbZpEPMHUHxWbXiQBkbGZmKBARCRmbNY5WfiJyXnlK1YlsyYiYVLDafsdAaby+pL8utdUQK1hd2dsCjhU+L1IzIkpDxmaE0aFAhFAFzXtVyHDlWY+xGWvPweIRRJz5mA88p7+0e6N4OwJgNk7ShWwe+XS2xiOMR8FhQbxzoxPvQlJXnXjVhHQihBJQINJkNINORG+UtvFyLAprJjU285evWBffNadOJLJRnsnbLPBGUpIeu5uxmdEgnQihFBSINBHNYGwmqgGeyliDUaETb2gZPFf7n5wRjc18PaHSeHnspoYrUY6xkz346R+P4sd/fj+i3S1aL2cHzaATMTJkbFYZCkQkQMZmRD24+qbR9vBzCNz7OmxBczYQCR3qKY3X5rTrLVQvYgSra2E3Ynu84Fn9ldeaRSdiZMEqURkKRAjV0LoBnhzUY2zGWDjTe1OFDpTF3Nm1FDiO03A10hArWCUIQhkoECEIomFYqxVW18YeaR6ITy9puyCdYgadCAlWCbmhQKQJaQbBqt50IkV4HuAL4v7ZGU2w6ukIlMZmFaz65pMY+dkETvztBXSMScvuVTI2I5oL0onshAKROjCyTqRZBKt6Ix9rQfTMKJZ//hBSE/015xtRsNq6r9xhODa5qOFKlMO/kMTIs5PourKC9htRrZezhWZogAeQsZkZoUBEImRs1jhG14kA0o3NwHLILYXA56zIrQYVWZPWdBwtG5ulVtY0XIl0RjqHxTmsbu7EO2Osv9EMkLGZOaFAhFAVzY3NZKAeYzOLNwnGJmTS8qvm7MTrDHjBWIWvFC5XQDaR1nhF8rMecCDdIjT5a52Oo5430ug6EYCMzQh5oUCkSSGdiLps7sTLZRzgUi5tF6QQrkDZsG3hwg0NV6IQDIOVHiEr4ljPw7ss3djM6JCxGSE3FIjUCelE9I0edSK2YLQ0zolsgGc0waq/L1war7x3S8OVKMdKT9nMTI/lmWbQiRgZMjbbCQUidUA6kcYxg05EKtbNnXhFNMAzomA1NNJXGifmjfcei9KJ9GzSiUzrKxBpBmMzwNiCVWInFIgQqmMWnYhUweqWjIhJO/EGhzpL41wyY0pjs5XeckakbUZfnXjVRCudCAlWzQcFIgShEs3QiZdlWdi8ztLt1XHzlWcyXjuSrcLfGLy5BqYgPdgyumCVdCKEnCgaiPzKr/wKent74XQ6sWfPHvzmb/4m5ub0IyBsZvYHD5lesKrLBnjF8gzHIh/3VZ1rVLyd5e3JSxenNVyJcixvZEWsWQ6+hXVJjzWDYJVoHNKJlFE0EDl16hR++MMfYmxsDD/60Y9w/fp1fOpTn1LykKpBDfAapxl1IpvLM/mov+b8E6PHDCdYbbutrKGKmdTqfXYkjGsf6MbZ3ziAlN+h9XK20CzGZkaGjM22ouir8Yd/+IelcV9fH7785S/jE5/4BHK5HGw2m5KHJnTO8c67TOFFcG11UtIVrr1jES22HKyBaKlMYzbaj/Rj/Jk3AADp1YTGq5FG0disllB46q4OTN3VodKqiO0UO/E2ww7AZkA1jcjKygr+/u//Hvfddx8FIYQpqMvYzJ2Cc+8crN5103bktXucYG0WAABf4JAyWDCiFkbXiQBkbEbIg+KByJ/8yZ/A4/Ggra0N09PTeOqppyrOzWQyiMfjW34IZTG7TgTQl7FZs+BqK+8sWTg/oeFK9IkZdCIkWCXkQnIg8uUvfxkMw1T9uXr1amn+H//xH+Ptt9/Gs88+C4vFgt/6rd8CX8EW+fHHH4ff7y/99PT01P+XqYSRdSJ6SGsqrRPRo7FZMxAYKJctzLhzpogznkHXpQjcq/qzsyediP4hwaoAw1eKCiqwtLSE5eXlqnMGBwdht9t33H/z5k309PTg1Vdfxb333rvj95lMBplMpnQ7Ho+jp6cHM0uT8Pn0ucPgVmrW0MKjsdXLmu7LPzP/luJXVqcnLihm9PT8xXOSr275vAXZSBvyqwFYvEk4e2p/Gb107qxonws9EJtewtt/83MAgNVlxwf+3a9pvCLxFMXBtXQiA2dv4dgPhIuuNz85jGsf2CvpONdWJ+sq74llNjmneCC+ml3RzBeomM3VwwVVvRT4vGkNMuPxOHrC/YjFYjXP35LPoOFwGOFwuPbEXSiaG20ONjbjcDjgcOhLgU4Q1Tg1Mio5GOGydsTP3Q0AsIUjogIRo+HvDQsNdnge+VQWXD4P1mqMgH2kc1jUTqXYnnIArzeHVTU5M/+WJsGIy+ppitJyM6CYRuTs2bP467/+a5w/fx5TU1P45S9/id/4jd/A0NDQrtkQglASPelEWFcKrEMIxvOrAVN24gUAR0u5sd/S5ZsarkQZol1ecBZBcdw2XZ+ezeiCVdKJEHKgWCDidrvx4x//GA888AD279+Pz33uc7jjjjvw4osvmi7rYXSdiNmvKvSmE2EYwLrhJ8LnrSiseas/wKB4u8snqciVGQ1XogyclUW0S3jvWpbWYU1J+x5QQ7BKOhHCCCgWiNx+++345S9/ieXlZaTTaUxMTOCb3/wmurvNVQ8za31PLY533tWcxmatq6VxbjVYZWYZoxmbhQ6WxebxmYiGK1GO5V6h9s3wQKjOrIhSNEsDPCNDnXgFqNcMQciA9AZ45UDErJ14w5s68WbjxjJvKxqb1WJpsOyO2z6+WmUmoRTUidf4UCBCNA1K6UTq2flg9ccBVhCH5FbEZUSMhtVuhcUhmBfyHI+1W9V32xmRxaFAadx+PVrXc5hBJ0KdeIlGoEBEJkgnom90pxOxcLD6YwCAQtIDLmtOt2FPezljsHhhSsOVKEPa50C83Q1A2DljTetPJ0IQeocCERkgnUhjNK1OJChdJ2I0AkOdpfHqjXkNV6IcC8MBAADL8QhPxLRdzC6QYJXQOxSIEIRMSNaJtEZL4/xKQNRjjCZY7TgyUBqnIvoSc9ZCrE5kcSgIzsJgacAPXmf9g0iwqn9IsEqBCEHIQl06keAqrIEYXIOTsIVr7yoxomDVE/aDsQhfM4VsHrlUVuMVyc/s4RB+9Gf34/Qf3IX5A21aL0cztGyAR4JVY0OBiIwYWScCmL8B3gMDR3RlbGZxZhC8/1V4D1+BPWTe0pQzUBYULr5jvgZ4nI1FwWGp+/HDwX5TCFa1ggSrxocCEZkwuk5E634NzaoTaQZ8PaHSeHmsuVPQWkE6EULPUCBCEISihA/3lsZrc8YLNsXoRErwPOzJnHKLqQPSiRB6hwIRgpARqYLVIoWUEzkRxmaA8QSrrcPlbGEukS41vzQCYjseMxyPe/+fy/jV//AqTv4NZR8IaTS7YJUCEZkhnYi+UVInUo9gleeBledPYOUXpxB/82jN+UYUrLJWFjZPub9UdGJBw9UoA88y8N9KwBXPIji7BpvEvjMAGZs1gsvqIcGqgaFAREZIJ9IYzagTYRiUOvFyKRcKaXM1hCzi7Sz7pCy9az5jMwBYGBb+RoYDwhJdVsnYjGhmKBAhCI3Z3AAvb1K799bbyjqF2OSihiupD3F+IoHSuEOHfWdIsEroFQpECEJmpOpErE3gsNpxZLA0TkUTGq5EOmJ1IotDgZKhWcd4VLkF1QEJVo1Bs+pEKBBRANKJ6B896URswWhpbFbBqt3rBGsTvDb4PIfUqrGCETHk3DZEu7wAAP+tBOzr0nfPGF0nAmhrbGZkLIxV6yVoBgUiMkM6kcZRWieitwZ4rD0Hi1cI/vIxP/hC9X+WRhSsAoCrraU0XjhvPmMzAFjcFwAAMLz0brxm0IlobWxGglVjQoEIoSuOd96l9RI0odQAj2OQi/qrTzYo/v6O0nh1XD8Ot3KyMFQurUkVrKoB6UQIPUKBCEHoAFtbOQuUX9HuqlJJOu7oL42TC/rrUlsNsQ3wIoPlIFJvnXhJJ0LoFQpEFIJ0Is3LqZHROjrxbhKsitw5YzSdiL83LOxXBpBPZ1HIGvvfyG5k3TZE9wi9TzzLKbA545i3EfqgGQWrFIgoAOlE9I/eGuCx7nWwjiwYSwFga5+8jKoTcfhcpfHS5WkNV6Icb/3zYfzsj96Hn/zvHwBnk/YVa4YGeAAJVuulWQWrFIgQuqQZjc0C738NbQ8/B/+oeb/EW/aWG+BFLs9ouBLlWNwXRLS7BTzLaL0UTSDBKiEVCkQI3dGsglWLZx0My2u9DEUJH+opjdduLmu4EumI1YnoHRKsEnqDAhEFIZ1Ic1NvAzwpGE0nEjpYDkQyaylDNcAzAyRYJfQIBSIKYWSdCMdxCCRCWL4RRXQuBp4z71W6nozNNsPzwk81jKgTsditsLrswg2ex9pMRNsFKUTLQhKHnpvEyW+fR6iO3TNm0IkQ9dNsglUKRIgtTF+7iae+8zR+8Q/PY+KlGbz7zBW8/oO3EZkwn2ZDb8ZmAJCZ60Ts9bux/PMHwaVctR9gQDwdgdJ44Z1JzdZRL2LKM6HpOO746QQ6x1bRcU1a3xmzGJtRJ976aEbBKgUiRInpazfx8tOvYD2R2nJ/NpnFldPvqRqMNGMnXgDIr3mRXWgHn7OJ3sZrNFr37SmNoxMLGq5EOqL7zgwGSuPwjagyi2kA0okQeoICEYUxik6E4zi8+UL1K5gbZyZNXaZRAsl+Im3m9xPpuLPcAC+9Yr6eMwCQbHViPeAAAIQmY2Dy+tHCkE6E0BsUiCiIkXQiS7ORHZmQ7WSSWcTm4yqtyPjU1QAvEBUalQDIiXBYNaJOxOn3gLUKDfC4fAHpmAlF0QyDpY2siDXLITgrPeAinUhjGLk802xQIEIAAFLJ6kFIkWxKekdRPaM3YzPGWoDVLwR7hTUvuKxN4xUpg7PVWxovvH1Dw5XUhxidyOImu/d2ieUZM+hEAO2MzVxWjybHlZNmEqxSIEIAAFweccJIu0vdE2Mz6kRsratIr2cwfWUW55/wYexpJ9ZXzGWOFRgoN8BbGb+l4UqkI1YnsjQUKI31qBNRGi2NzYxOswlWKRBRmD2ubkPoRMLdIbi91YMRh8cOf6dPpRWZx9hMik6E54Brry3h3DPnMXX5JqZe43HpH1z42ZcCuPg/XLtu6T0xesx4OpEtDfCimq1DSeLtbmQ8QuAevhEDdKavIsEqoRcoECEAACzL4u6T1U/8g8f7wTSpbXW9SNWJXP1HJyZeLgg3eCEwAc8APIP3nnbh2jNO+RepAS09oXIDvJQ5G+AJOhGhPGNP5eGf148WplkEq6QTMQYUiBAleof34v5H3r8jM2Jz23DwgdsQGjBvqlUPOpF8GnjvGReAysHe1f/pRCGr3pqUgmVZOFrKn7PIFeM1wBOnEwmUxvXoREiwWj+kEzEOui5E8Rt56LW1NY1X0hiJVAKsQWp+wY4AHvj0SURuLSOVTMHlcSHqisBldyC5pv4VXTqRRsouTkhbL/eFb8OLUxeRQVqR5y+kc8ilMjXn3XrbhkKm+rx8Crh1gUPHyFbRMJfN453pKzjUPtTQWtXEsyeITHwdALDwzhTa9u/VeEXiORDow+XF6zXf15leD5x3hhAZ9GNxyC/qc7CZQjqHTFKZz2VuPYtUjZ1yjZLOpvHC+KsY7dDGPDCdX8eaxbhbxDk+j3jOmDsVi+dtvpZFNACGFzNLI27evImenp7aEwmCIAiC0B0zMzPYu7f6RYauAxGO4zA3N4eWlhYwjHhtQjweR09PD2ZmZuDzqSeu1Dv0ulSGXpvdoddld+h12R16XSrTbK8Nz/NYW1tDV1cXWLa6CkTX9QKWZWtGUtXw+XxN8YZLhV6XytBrszv0uuwOvS67Q69LZZrptfH7/bUngcSqBEEQBEFoCAUiBEEQBEFohikDEYfDga9+9atwOBxaL0VX0OtSGXptdodel92h12V36HWpDL02ldG1WJUgCIIgCHNjyowIQRAEQRDGgAIRgiAIgiA0gwIRgiAIgiA0gwIRgiAIgiA0w/SByK/8yq+gt7cXTqcTe/bswW/+5m9ibk77BmdaMzk5ic997nMYGBiAy+XC0NAQvvrVryKbNUFHtQb58z//c9x3331wu90IBAJaL0czvvGNb6C/vx9OpxPHjh3D66+/rvWSNOell17Cxz/+cXR1dYFhGPzkJz/Rekm64PHHH8fo6ChaWlrQ3t6OT3ziExgbG9N6WZrzzW9+E3fccUfJxOzee+/FT3/6U62XpTtMH4icOnUKP/zhDzE2NoYf/ehHuH79Oj71qU9pvSzNuXr1KjiOw7e//W1cunQJf/mXf4lvfetb+NM//VOtl6Y52WwWn/70p/H5z39e66Voxg9+8AN86Utfwle/+lW89dZbOHLkCD7ykY9gcXFR66VpSjKZxJEjR/CNb3xD66XoihdffBGPPvoozpw5g+eeew65XA4f/vCHkUyq3yhTT+zduxd/8Rd/gTfffBNvvPEGPvShD+FXf/VXcenSJa2Xpi/4JuOpp57iGYbhs9ms1kvRHf/pP/0nfmBgQOtl6Ibvfve7vN/v13oZmnDPPffwjz76aOl2oVDgu7q6+Mcff1zDVekLAPyTTz6p9TJ0yeLiIg+Af/HFF7Veiu4IBoP83/3d32m9DF1h+ozIZlZWVvD3f//3uO+++2Cz2bReju6IxWJobW3VehmExmSzWbz55pt48MEHS/exLIsHH3wQr732moYrI4xCLBYDAPo+2UShUMD3v/99JJNJ3HvvvVovR1c0RSDyJ3/yJ/B4PGhra8P09DSeeuoprZekO8bHx/H1r38dv/d7v6f1UgiNiUQiKBQK6Ojo2HJ/R0cH5ufnNVoVYRQ4jsMXv/hFvP/978fIyIjWy9Gcd999F16vFw6HA7//+7+PJ598EocOHdJ6WbrCkIHIl7/8ZTAMU/Xn6tWrpfl//Md/jLfffhvPPvssLBYLfuu3fgu8SQ1lpb42ADA7O4uHH34Yn/70p/G7v/u7Gq1cWep5XQiCkM6jjz6Kixcv4vvf/77WS9EF+/fvx/nz53H27Fl8/vOfx2c+8xlcvnxZ62XpCkNavC8tLWF5ebnqnMHBQdjt9h3337x5Ez09PXj11VdNmR6T+trMzc3h5MmTOH78OJ544gmwrCFj05rU85l54okn8MUvfhHRaFTh1emLbDYLt9uNf/iHf8AnPvGJ0v2f+cxnEI1GKaO4AcMwePLJJ7e8Rs3OF77wBTz11FN46aWXMDAwoPVydMmDDz6IoaEhfPvb39Z6KbrBqvUC6iEcDiMcDtf1WI7jAACZTEbOJekGKa/N7OwsTp06hbvvvhvf/e53TRuEAI19ZpoNu92Ou+++G6dPny6dZDmOw+nTp/GFL3xB28URuoTnefzBH/wBnnzySbzwwgsUhFSB4zjTnn/qxZCBiFjOnj2Lc+fO4QMf+ACCwSCuX7+Of//v/z2GhoZMmQ2RwuzsLE6ePIm+vj587Wtfw9LSUul3nZ2dGq5Me6anp7GysoLp6WkUCgWcP38eALBv3z54vV5tF6cSX/rSl/CZz3wG73vf+3DPPffgr/7qr5BMJvHbv/3bWi9NUxKJBMbHx0u3JyYmcP78ebS2tqK3t1fDlWnLo48+iu9973t46qmn0NLSUtIS+f1+uFwujVenHY899hg++tGPore3F2tra/je976HF154AT//+c+1Xpq+0HbTjrK88847/KlTp/jW1lbe4XDw/f39/O///u/zN2/e1HppmvPd736XB7DrT7Pzmc98ZtfX5fnnn9d6aary9a9/ne/t7eXtdjt/zz338GfOnNF6SZrz/PPP7/rZ+MxnPqP10jSl0nfJd7/7Xa2Xpim/8zu/w/f19fF2u50Ph8P8Aw88wD/77LNaL0t3GFIjQhAEQRCEOTCvKIAgCIIgCN1DgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJpBgQhBEARBEJrx/wcuAdSnCwRwTwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After 20 iterations:\n", "The accuracy score is 0.95.\n" ] }, { "data": { "image/png": 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o+EJY0WPXw9yuTszs9eHio0Ngc8qUj5pZsMqyLPYfEa4w7j+yDywr389rs+tEWJbFkUcPC4458uhhWd9DQjvI+lfmeR6f/exn8fzzz+OnP/0pRkZGBMebTCY4nc51NzlpR52I1hAjWGUYwNw/B71zFQxbPlGK9b3IIF93fPXgHu0pbWfjac0r/9/66Bhe/8Q4Lj0yjLxJ2aRNSpQUrA6O9ePhxx/aVBmx2i14+PGHmtpHRCmDsbEd2/H4xz64qTJid9jx+Mc+SD4ibYSsjl5PPvkkvvnNb+KFF16Aw+HA/HyhTO1yuWCx0PzpViRzcVnbj69klmUX9ylF3JxDRpeHIc9uOT3Dg0caOYQZeUSDPA+szpqwcsMCgIFrKAnXUAosy8JgNSGbSAMAIrcW4dnWI7wzoiE8xg5ZxdgWvW2ThmtwrB/9o30IBkJIxpOw2ArTMc18Fa+0wdjYju0YHduGwMwc4rE4bHYb/AN9Tf0eErUj61/7K1/5CiKRCI4cOYLe3t7S7dvf/rach21adnh2ybr/ZhasbgmDqr4X19gQNuUoPODmLA15jqQiOpz9aj/Ofm0AN3/SiZs/6cC5v+7Hm38xgOSSHtausqg2eHG69gNIjJBgtR7aXbBahGVZdA90YXjnELoHupr6BKqWwRjLshgY6sfO3TswMNTf1O8hUR+yT81sdXviiSfkPGzN0PRMfSgpWOV5IL3gQ/zKdsQn7io9Xsn3Io0cLrLzCLHrr2K9nA2H8kO4l/PX7TmSSzM499d+rN423QmOKdwAxINGvPXX/XAOlnUikalgrf9cSakmWC3C5Di4A6tVu+tKKVhtVp2IVpBKJ0IGY4SatH3q2Wvxqx0CgeqCVYYBYufvQeLqGJK3htadKzf6XjwfOYWTuqktk5DdXA9MG2YkhTxHUit6rAZMSK+WtRMLbzuQWjEA3BardTgGmZgO4MrVp9TyquC/TQvsf+4qPv70CTz2n9+EdSWtyDGbsROvlpCyVxYZjBFqoo2ub0Rbc3T8gKhSv94VQSbVBT5bcFjV2RLlJ+/4XgBAILuMwMLy+koAf8dTBFt7jvDgsZ3zIsTEAQYI3zTjxo87EZ2xlHbQPZbC4PuDWDjngCA8sHTVC4ZlwHM88pkccqkM9GZj1X+jWmTMerD5QnbnCawi0WFWOSJtcmXlkuxTqGpABmOEmrR9RUSLyGlsBjSxw+oaP5FsuHLnta26zbp5C8wwiPIcWZ604tzf+BGdNa8bsXjNgnN/NYBc1IDNwpP1e8sldTC5ynb0wUvaXooeXuOw6glo2w22Eh5jh6wrZ+QUkauNFAZjSq22IVoPSkQ0RjMKVpXSiRjWGpsJJCJbIdZLRM/pMPFcV+EOvz7Z4HkglwX4tA4MI6CjYHhYOjOw93WWHlq6or7ng7DD6tpEpPpU0phnmASrGkEKnUijBmOTV67h63/5LL7zzefwg3/8Eb7zzefw9b98ljroEqKgRIRoCCk78VZjfc+Z2hIRsV4iget6ZFb1m5KQIjzPIJlkwFd4vjCIQd+BKDp3lPVHsbmlmuKVmmqC1ViHBVlzIVlTuiJCgtX6kUon0ojBmFqrbYjWgRKRO9DKGXU5On5AhMNqBqwlBaCQiFRZ3LGOMJNECtlNy3yL8OCRQhahFR5i1vMODmLrcQwPz1gcvvHYOofVdCSxeayWYJlS3xlrOA1jXJkGdyRY1Q71GIzRahtCCkisisLKmWa2S24n9K4IMkkz+JwO+bgNentlPc2F+clyJYApeIrs5nrAg1+nFVnrOaK3MBDWfxR45BHg1K0Yrpy0IpcoVBJ05jz8ByMYProMVgewOiN0Rj3ymRx4jkciFIXVK69bcCOs+O3ouh4GUJieWbirNYzvpKZVBatA7QZjtay2GRhqXrdZQl4oEdEocjqsHurZh5PzZ5vSYdXgjiAz3w2goBOplIgcPnBwkyYixMZxEfPYznlhhqH0eBo5XGNDCLFxdO5gwep5cLnKyYjLBfT3A8vDUXQeXkA8aAR4wOrLQmdYXyUxdzgQn18BACy+cwvDR/fU9e9WgnWC1dlYUyYiRcGqXOZ9WzmsaoHbyYBkVgRFgzEx0GobQgpoakaDNOPVlmKdeBvQiQCFZOSkbgrn2AAusfM4xwbWeY7ozRwGHxZeVfTeYzwybBZhJglWDzh6M3D0ZTYlIQDgGlrTife6up14gWqC1fKyZKUFq6QTqR8p/URqRYrVNgRBiQjRMFIKVqvpRPTuCPTuCMzD0zB4Q/UdhAHCbBKLbAxhNrlpJmbo6Ap2Hl4Fyxb0IsWqtF4PfOhxHnv2VLCO3wLf7sHSdmIxIjBSfqoJViNdVnC6wj/KvJpRIiQApBNpZhpdbUMQAE3NEBpCjLEZa8zC8/DPZY2DYYGe9y1g+6EEMhe8yCR0cLmAXbsA3pTDxTvTOGJwDXeVtrOJQiderfbS4PUsXn7yPsQ6LUg7tGu+RmiH4mqbF5/7fsUxlVbbEEQR+nTcodfip5UzxDpizlVkHrgJ93sDMO2fx2VLYEvreCFYloXBZirdD2tgekaIpWEXJSFNilqC+3pW2xDEWqgiolF2eHbhysolEqw2QFGwKrbp25YwhaW/jWDrdiN8YwEAELo8g46x1ipTv3LhNI6OH1A7jBJKCFa1tnJGx+hVvZCqdbUNQayFPiWEZCglWC3CpY3IRYXnp7WAZ1tPaTsyrW4nXkBYsForUnXi9dv6SLDa5BRX2+zcvQMDQ/2UhBCioU8KIQlSCVbFGJvxHIPln74HSz8+htVzyjm71ovvnuHSdmpZ3T4uYqpD207NYf93r+D+b08oEBFBEO0OTc0QTQfD8gBbcGrMRR3g8ywYnXadG62djqbqxHv3T6fhCCaRN7A4/St3gdfR9YrUcByHYCCEZDwJi80Cn99LFQSibaFEZAN5PqfquvyNyGlsBhQ68TajTsTgDiO/agd4BrmIE4aOsNohCWJ0WpEOF0SuoYlZ9Ny7TeWIKrPid8ARTEKX5eAIJhDt0f70VzMxPTmLM8fPIhEra4+sdgv2H9mHwbHG3EelNDYjCKWgFHwNWvsCN2MnXqXQr+nEmw27BcdemJ+UOZrqOPrKyV5TdeKdFTeVpDVjs6JgVU6urFyq+TXTk7N47cXX1yUhAJCIJfHai69jenK27ni0dAFFELVAiQghKVIJVqvpRAyecGk7J5CIHD5wUJJ4GqXjrvJKmVhA25141yUic9UTESkFq81CPVVKjuNw5rhwcnTm+FlqEEe0HZSIEJIhpWC1GjrHalknslK71bvS+HYPlbZTGu/EG+5bWxGpbvVOiCMYCG2qhGwkEUsiGKjTMZggmhRKRIimhGF56F1RAEA+YQWXMVR5hboYLEawhkKXXj7PIRXRbhOwlNOEhKtgwtY5swomR1foUpCMi/OjETuuEq3aSZzjOMxMzWLi4hXMTM1S5aiFoElFjUPGZpUxeMLIrbgBFKZnjF3qe3QIYfbYS/1mghemMPCQdgyxNhLc5sLQW4vQp/PoCKxiaUj7VSetY7FZJB23FWobm8nF5JVrOP7SCcRWy1OFdocdRx49TM6tLQBVRDZAVu/Ng94dLm1nBaZnGAArS0vo4uxwcxZgc5NcRXAOeEvbK9fUtXof7xkTFKwujrpL277r4pr1SSFYldrYTEuCVZ/fC6tdOMmw2gtLeYkyk1eu4cXnvr8uCQGA2GoMLz73fUxeuaZSZIRUUCJCSMqxkb2SCFbFGJsZiokIy4PPbu3L4Ywb8Onu9+GXXQexi+vBvZwfh/JD8HLKtyX37iwvzYzNryh+/FpYm4h0XQ9XHS+VYFVK5K7y1VqlZFkW+48Ir1Tbf2Qf+YmsgeM4HH/phOCY4y+doGmaJoemZoimhbUm4X7459A7owWTsw044wYMLW72wDBBj91cDy5ivqYGdo3SMdZb2s7EUoodtx5Wu6yY2eNDuNeG+R3NN22nVQbH+vHw4w/J5iPSagRm5jZVQjYSW40hMDOHgSF675oVSkSaBLmNzZoRhgEM7grTBjzQt2QtjAOz/nVgwIPHds6LEBPHhqdlg9XroTcbkEtlAZ7HamAJDn+nMgevFYbB60+Mqx1FSzI41o/+0T5ZnVVbxdgsHhN3oSB2HKFNqAbYBChhbLaSWZb1GEpjS+lhzOs2JSFFGDAwwwA3X78wsBbSUR3mTjuhMx0GMAKAQfDitCLHFkLKBnhS0uoN8FiWRfdAF4Z3DqF7oEvSJKSVjM1sdnEXX2LHEdqEEpEKkGBVG1TTiVTCkBf30TZCV9f+xZLPMph4zodf/KdhXH3Bh3Tk3QA+AeC3EVK5p9x49xj8hg64Y0bYknpJRLxSCValRG7BKiEf/oE+2B3CLQbsDjv8A81jhkdshhKRLWiFkqaaSClYrQbPA4lr2xB98z5E37yv9HhWZBO8DPJ1xyeGy//Qhfm3nADPoDAHVKzQuJFY/Cjii+r4n3g5Gw7lh/DLroMYDNoxOu/EzhkXnPEN8XA8XHMxbP/ZLMAJZyrtKlitx+qdEAfLsjjy6GHBMUcePUwC3yaH/npEU8MwQGp6AOnbPUgvdIHnCif6uDmHjC4PvsJlPg8eKWQRZhozjxJiNWBC6JLjThKyERYAi6lXPLIdvxJezobdXA9MGyRihjyLoUX7umTk0P+8jA986TTe9dwkXPM0D99MtIqx2diO7Xj8Yx/cVBmxO+x4/GMfJB+RFqB1JhNbHLmNzYDm7cSrd4eRj1sBjkUu6iwIWBlgrjOBoUU7ePDrtCLF5OQaG5JVqLpw3g6G5UvJ0WZ0WLxgx85/sQhWqW8iD2znCj4VlUS8fUtWRK2F93C534HhMwsACst4I33UibcZaDVjs7Ed2zE6tg2BmTnEY3HY7Db4B/qoEtIi0F+RANCEnXh5wJbUwx0zosMTQlHgUHRaBYCoLYspXww5dv00TRo5XGTlX7qbTeiqyy54Fvmscl9DN2+BGQZBEa8xr4MtVciMgmuNzW6KMzaTgmYzNiPkh2VZDAz1Y+fuHRgY6qckpIWgvyShabYyNnPGDdg548LovBODQTt2IYmH7joHn3MZ2RXPunF9y1YYuLIgNYMcrrEhRfxDzO5cdQEok4HepJwZk1hxblHsG+61IWsuvMZ3I1wQ5Qgw5hmWRLAqJc1Y5SOIdoISkQqQ1XtjSCVY3UjRpGzjqhiTIYN7BibhSjOC4wy8Dru5nvXOqjzg5iySW8D33Betsq88wLwFRsFvoVhxblHsy+tYLA05AQCWaAa2JW0bsakFCVYJon4oEWkykrk2FgwKmZTduTvWcRv5hElgXOH+ds4L8OXVI/dyfskt4C0dOQwdKVq5b8xI8gBiAHcCuVSm4WOJJcwkkUJWUMSb0eURN5eT8OCIu7St5PRMs6Blo8FWEawSrQ0lIk1EuxubVTUpYwCzMYPOkEOUmdkQ59ly9UjRAl6KZGT42DLGHg/CaF9TiWB4sIZrAP4aQBzBy7MNH0c0zB2RLrApGSnen+tMrBPxBreVGwr6boZlD3EtrW5sJietZGxGtDaUiBBNweTKLdEmZYa0SdQ4P184wW61egQoV00agWEA/6EIDv3eLez7rRnc+6lZPPDvbqFj7GcAVgEAy1eVvWoNsXFcZOeRxvqpx6yOw1RXDFFbdt3jS4NOcLrCe+K7oaxgVSo8xg4SrBKERqFEhJAVKY3NxJqUxWPilpgaoVfMAp7VAc7+NNwjKZgceXTcVT7JxgJLkhyjFkJsHCd1UzjHBnCJncfzkVOYGIhsSkIAIG/UYbnfAQBwLiZgiglPJWlRsKoEpBMhiPqgREQArQpWm0Uncmxkr6T7q2pSxgNpMIiOzFUZxyMrUrQplwW8b/dQaTsVSchyjKowQJhNYpGNIZBdFvRUCW5zIeUwYGaPD/qUvG60zYiWdSIEoXUoEWky5NaJANCuTuSOSRlQQd/A8LjdFYXevSo8DsAsExZ1SLks4A0WI1hDIcnh8xxSUZWSkTuM94wJNsB757Ft+N7/8RBef2Icca8yjQIJaSDBKqF1KBEh1qF1Y7OoLYuprtimaZqN+gahcT9YfQtT7ErV1SNyW8Cb3eWr6OW3b0KXylT16VALzsCWlyY1Cs9DH+ZhDHLQh/mq/2apBKvtqBMhwSrRDNCnlFAOnoc+ArBZHpyBQc4F0Se3o+MH8MqF0xjzDCNqyyJqjcCW0sOQZ5HVcYXlpht2VWncjYUFjDNOXGND2M31qGYB7+z3whuM4t0Axn70FpgfvYW03Yy5g3dh5qFd4IzN/fV85cLpTY0LDSEe1hscdCWZCY+8EUhsY5H1bn6z/bY+Wfxo5OLKyiVFqpYE0UpQRaRJaRadCFAQrBpCPFynOTgvcLBf4eG8wMF1moMhVGcFgAHilhzC9gzilnISwud0yIQ6kbg+UrjQrjDuwvxkxdUjSlnA77WZ8ASAUZTzHWMsheGfnsfev/kJ2Izy+iSh6ZkibI6DPikc21adeA0hHvYJDuwGrSubAewTDXwWNALpRAiiPigRqYIWBavNpBM5NrIXzrBJsRNQ5M19iPzifsQv7QSX3FrLcPjAwdL2xtUj59gATuqmZE9C9MkM7j95FQywTg7LAGB4wBlYwuBrF2WNYSPjPWOCz7tnV3HsL87iX/zBCex4rUbvE75QCQE2F5mK9603OM1OTREEIR+UiBCbkFInwvM8emcLSz+VOAEZPOHSdnZNAzxB1qweCbNJWadjinS/fRNsLl/xUAzPo++NqwCnXB+aamQtevhuRKDL8YW+MzWgjwC6TOW3lkHheb0CNiXtqBMhwSqhZSgRIWQlG8rAmNVJdgLa2ABvIwbPSmk7t6YBntawza+AZ4UzHmM8DUNCOfv3asQ7zEg6jQCAzqkomLz4JInNiks0txonZSdeJRrgkZ8IQdQGJSKErHApcScrMSeqjcLHrdCLrIgcPnAQF+YnxYQmC5xBnBCV0yv/Fa2oE2EYBLe5AQCGdB7uuerTV0VjM84grswkdpxWIZ0IQdQOJSJNyg7PrqYQrLJmcR8xqU5ArCEHnSMGAMhFnOBF2sIrTejufrBc5eSLZxisjHQjbzYqGFV1nUgtfWfWClZzLiBvrOyYz6PwfM5VYQBBEC2LrL/SJ06cwIc//GH09fWBYRh873vfk/NwsqFFwarcSNUAz+A1grWwAn4d0p+AStMzPINsWJtntvBIN6L+TnBbTM/wAMDzmH7PuOJxVSM4siYRqaXvDMMgsa3wc7Pxk1C8n9gmoVdJFdpNJ0IQWkbWRCQej2Pv3r348pe/LOdhCA3DMAzse5wAlDsBGTrW6ESWhTUBqk3PMAze+fWjiPUUdCz5OzceAM8yuPLLD2Ble686sQkQ6bUjay6s8/HeitQkMs56GcR2suA2FHk4IxDbubWPyFpIJ1I/JFgltIysjkkf+MAH8IEPfEDOQxBNgNlvxjsjEfQH3GuMrAonoEpGVkJMrtza0qeiyNpEJLtcWbB6+MBBUb4ZcpG1mXH2tz6ApS//MwYXwjAASA96kftfjiBrN6sWF1DQiaxd5lyEZxksDzjRPbkCSzQDaziNhEd8rFkvg0gnW7OxXTMZm1n0tqaYNiUIraCpCfR0Oo1oNLruRlSmWXQiABB1pxE5wCI6ziK2g0F0nEXkQO1JiBjBKmtNgDWlARQSkYZWBvOAm7Ogi7PDzVkqixzqhWUQ3T2IfwbwPQCv5TjVk5BqOpHQsLO03Tkl/B3dshMvwyDnZpDxsci5GcWmYwiC0CaaSkSeeeYZuFyu0m1gYEDtkNoeKY3NAonbipyAGAYwdC5D54jB5J8Dn6uv8OflbDiUH8K9nB+7uB7cy/lxKD8ELyftyoiue8qdeJNLq5LuWw5CQ2WdiGu+ORJhgiC0i6YSkaeffhqRSKR0m5mZUTukEu0qWG1WHPe9jY4jr8Gx5yJYg/DfbSudiJezYTfXA9OG2UsT9NjN9UiajNh8LjB3RKv5dBZ5FazdayE04sLPPjmO733xQVx4bETtcOqiHRvgEYRW0VQiYjKZ4HQ6190Ioh4YVtwcylY6CPDAds5b2M8GK7bi/e2cV9JpGqO9bEe/dFV9UeF4z1hF/UzWosfsPT6kXCaFo5JOsCo3Fr2NBKsEIRJNJSJEfTSLTkRKqjmsggdsST3cMSNsSX1NSYObt8AMw6YkpAgDBmYY4Oa37mVTD7besqh2aaL1ThabdCJ14Lf1SRAJQRBaQ9ZEJBaL4dy5czh37hwA4ObNmzh37hymp6flPGxb0UwN8ABIsvKhmmDVGTdg54wLo/NODAbtGJ13YueMG864QdT+jeva0DU+Tgwdo+WluquzIcn2qwWEVjgRBEHImoi8+eabuO+++3DfffcBAJ566incd999+MM//EM5DysrpBOpn2MjeyXbVyWccQOGFu0wbHBUNeRZDC3aKyYja3UiGeRFHUvsODH47hksbafC2q9wMTkOQ2fmsf+5q9jzz9fVDqduSCdCEOojayJy5MgR8Dy/6fbss8/KeVjZ6LX41Q6BEIIH+pasALbSdhToW7JumqbZqBMJM0mkkBVwg+WRQhZhJilJ2ABgcljB3Okrw+XyyCRSku27ESr6rLAM3vXdqxj7WQDDby4oG5REyG1spkWdCEFoEdKItAjtqBPZiC2lhzGvE9R2GPM62FJVlvMywDW2MD2yMRkp3r/Ghir3tK8Ts6u8Eid4Qf3pSyE/kaKxGQBYI2lYVpRLnJpFsKpVSLBKaA1KRFqAZtOJSMHR8QObBKsbp2MqIWZciI3jIjuPNNZPxaWRw0V2HiFW+sTP4e8sba9M3pZ8/1ITGiqvavNWMTYDSLCqBXSMrGbaBFEXlIgQVZFaJyKXVXdWxzU0bqOfSIiN46RuCufYAC6x8zjHBnBSNyVLEgIAnTvKJ9nV29pK/LZiaY3DqveWcAM8EqwSBFEJSkTqoN0Eq81C3JxDRpevrO3ggYwuj7h5899vSz8RAGCAMJvEIhtDmE1KPh2zls67y4LVTDQh23GYPAfndBCeyTmYl+t3cl3rsNo53ZztGJQwNiOdCEEIQ3W6Gum1+GmOVaswwFxnAkOLdvDg12lFiv1m5joTjSUTfMFnxAgdMsgXBKsSJSd6ox46ox75TA48xyOxtAprp0Oand+h9/Qkhl9+G6ZYWdOxsq0bVz98P5I+l8ArN5OxGbDqs8ARTKJjZhVsjgOnp2ubtVADPIKoDv1qtAjN1ABPMrYwLYvaspjqim2afklnjXhnZgxhcVYiW6JE7xlzh720HXznlmT7BYCBExex44VTMMbWC0tdNxex72s/gnmLPjdCDqsAEBouJC9snodnVpk+OX5bHwlWG4QupggtQYkIIYpDPfs0ZWxmCPH4aHLfBtMyF5xxA6K2LCYGIrjeE8W0N4abGTuuLfQjm9cju+wW3O9WfWcA5XrPuAZ9pe2VG9ItizXEUhj5yTkAmws4LM9Dl8li5OXaT+5LNQhWt+zESygOCVYJrUGJCKE4jRqbGUI87BMc2MyGx9ealjGAjmPQs2LBiDGG8YEb2D9yGXuSXEVTs4o6EQV7z3TeXe44HV8MN77DO3SfvwmGrxwgy/HwXZiCLpWpOGYrihURAOicEhasahnSiRCEelAiUickWFUJnof1RmHaZeOVfTEp6Fuywhnb2mHVCE7QYXUrlOw94xnpKW1n4ylwnLiVQNUwhePgGeGvO8vxm6ZtqhHpsWHu7k5cfHQI1x5sTsM/JYzNCIKoDNXo6oAEq+qhjwA6gYv2ommZv6LDKgMePPqWrIhaI6KEpkr2nmH1LPQWI3LJDMADq7NL66Zr6iVrMwtWRIBCQSdrra2jLs8yOPHpPQ1ERhBEu0MVkRZDbsGq2sZmbFbc/IeBk8Bh9Q5K956xrlm9ErokjcPqwp7h8tKhLeAYBkt3+ZGrkIgICVZrRSpjMxKsNgZdTBFagRKRFkJuh1Upjc2A+gSrnEE6I4+tHFYPHzi4SbCqdO8Z90hX+di3FiXZZ9pjR+DQji3/BTwDgGVw69jWlQ0hq/daIWMzbUCCVUJLUCLSAKQTqZ96Bas5F5A3VtaF8uCRZRtzWN2Ewr1nfOPDpe1EUDqjsGsf3I+Zh3eD0xW+9sV/Scplw9uffASxNRbzNcPxcC7E0XNF+46wW0HGZgShHpQW1wnpRFSCYZDYxsI+wYHH+nN/MSkIdMbRt2yFIc9uOT3D80BWz23psFqJEBvHRcxjO+eFGWWhaxo5XGNDktq+O3o9AMMAPI98OgsulwOrl+CryrK48f77MP3wLnReDUCXziHhdSI80g2wjWVRH/oPp+AIJpGx6PHcH7+7ED9RgozNCKIylIgQTUfWyyC2k4X1BrdOuJrVcZjrTCBqywKMsMPqtIGtuYIRYuMIMXHZnFXXYnSYkYkWpnqWrs7Bt2tw0xjrYgT+kxPwXp4Fm+cQ9Xci8MAOLI/1CSYCOasJC/dukzTeaJcVjmASxmQO9lASMZ9V0v3XCs/zyIYy4FIcWDMLg9cIhpIjgtAkNDXTgjTTlVe9xmZZL4PIARbRcRanrDfxqu0qJgYiiFqzsCX1YHkGC+7kpmmaosNqKOYW3H8lYzOles/Yezyl7aXLs5ue75yYxbv+4p/R++Y1mFaTMCTS6Lh2G3v++ysY/cEZQWFqvQgJVpcGy8Zm1frOSGVsVkmwmgqksPTDIMKvrSB6OoLwaytY+mEQqUBtS5MJglAGSkRaDCUEq1KtnGnU2AwMg5ybwdi+7QgZYnAmDNg54yq5rfaErQADzLsTmPbFcNWZxetX70Uw2oFctHJflYrGZgrSsb23tB2dDa17zhBPYde3ToDhOLBcOeEoLs8d+PkEvJdmJI2nmmB1eaDcE6djRhmr961IBVKIngqDS65PQLkkh+ipcNVkpN10IjS9TGgBSkQaoNfiJ8GqRujLuLc0MDPkWXSHLeAYHklPDGALJ+tcxLnVbjSD756h0nZqZX2Fq/fNa2DzXMViDM8wGHj9sozRbWa5hoqIXPA8j9h54WPHzkfBV6gWtZuxGa2cIbQCJSKE+vA89GEexiAHfZivfVqB57E32Q+gsgV735IVDMND7yxcrefjVnC5xg3I5MLksIK508mWy+WRiZev5J0zIUE7eYbn74yRfnqmEhmrAavegrOsZ3YVTE4aR9hayIYymyohG+GSHLKh2mzsCYKQF0pECFVxhk1wnebgvMDBfoWH8wIH12kOhpD4k6g+Alh5oygDM72rfMWcj2q7KmJ2la+ggxemStu8iBUuPAOw2TzYrDQma2IoVkV0OR7u+eo6Jaka4BV1IlxKXPIjdhxBEMpAiQihGqlACoM3XWAz65MONgPYJ8QnI6LdVvMs9M5yIlJteqaiYFUhHP3e0vby5O3S9spoz1bDS3AMwOl0OPx/fguH/+h/4r6/+hE6L0urGdmKpcE1OhERglUp8Nv6StusWdzPmdhxBEEoA30jJUBrOpEdnl2yrpyRQrBanM9n7vy3luI96w1O1PSCWLfVrI5bVxHJCVREtCBY7dxRbiIXu11+vxf2jiBnNoKvsByV5QFdtvyZdM4Ecc/fvYrBVy80FM94z5hkK2fqosoUnsFrBGup0tjPUljKK0S7CVYJQm0oEWmQXot2O47yHI/wXASL10MIz0XAc8ppBqpRbT6fQaG5nV5EZ/my22plC/aMLo+4OQe9I4qu4esYGn8bXv+0oNZCbbw7+0vbmdWyfXzebMT5J96LvFEPnin/E7g1ecnaFIW5M2DbS+dgm1+RLd6w3w6OZZC2GZA3SKu/MYT4qlN4DMPAvke4ymXf4xT0E2lHwSqtnCHUhmTTLcrKVAQzb1xBJl4W5hltRoweGoZ3RN4fWzGInacvTLtUqXgwDDI+BubA5qyimJzMdSbgTBjQt2SF0X5nOeyqDpmEq2yCpjF0Rj10Jj3y6Rx4jkc8GIHtTkO81X4vTj31S+g5ex3ey7NgcnmYVpMwxpKlxGMjHMug7/QkJj98vyzx5g06/NP/9xCSLpNoZ9VXLpzG0fEDgmMMIR72ic2fl+IUnnOk3KjP7DcDB92InY+uS3QZEwPHXmfheYIgNAVVRFqQ6clZXH9lel0SAgCZeAaXX76K0E31+4GInacXM+1iCPFbJiFFgs7CipNKy3uHFu1wxg1bvVR1nYils3yFv/jO1LrnsjYzZh7ejbf+1/fj7L/9IHSZXMUkBABYjod9Tt6/fdJtFp2EiNKJ8Hxhig6b09Hi/d5ZB16+UTY2M/vNsN3jAGNc46ib5hF7Z5VMzdoQjuMwMzWLiYtXMDM1C44jsbLWoIpIi8FxHM4cF57jvnHyFjqHPGAa7C/SCMX5/ErTMzwAzliYdhFk3Ylq63+PO2aEO27ccgwDBjx4+ENWsFyy3IOGKehEhDQRSuAa8iF2J3kI35gH3rt1h1wA4PQ6IF25ssMDyBub6yuvj2Cdjf9GGADGrA62WDmRTAVSWH1j85xe0dQMB91UGWkTJq9cw/GXTiC2Gis9ZnfYceTRwxjbsV3FyIi1UEVEArRkbBYMhJCICbejT8cziMw3JiZsVLAqNJ9fvKhPbGOrXl0XT1SVRjFgYOR0MOZ1gst7DZwOgyE7Rued2DnjgjNuQPCyHpF/3ofX/ngEP/vjEVz4n92ITCl7AvPtLveYSSwKC2aC44PgqiSXoV0DDcekZHImdkWUPlvQpDRqagbI34nXoreRYFUBJq9cw4vPfX9dEgIAsdUYXnzu+5i8ck2lyIiNUCLSYiTjwklIkUxSfU2E2W+G86B700oHzgjEdrLIeqtXbMSeqGrBkGcx+5wdr/2pE9lbPuRTOuRSOoQu2/HWf+tH4GS1Mo10OAd9pe1sIi1YVp49tAM8y4Df4m3jGAZZuxkLe0caiqea1TsAjP/wJo7+5Vt4/39u3CdE7IqonKHgl0KmZvXRaoJVjuNw/KUTgmOOv3SCpmk0AiUiLYbFZhE1zmjZWhOhNGa/GZ2P+XBj+zJiOxhEx1lEDohLQgDxJ6pamJ1h8JOf3Nkvv+YrcmdZyuSLXsTmhZeASgXLsjDYylWY8PX5imOTPhcu/L+PFlbToJB8FCskGYcF537jEeTN8sfdPbmC7mtheAIxGOPVE14hY7PyiqitKUw3AXF74ThkalY7rWj1HpiZ21QJ2UhsNYbATH1NNwlpoUSkxfD5vbDahZMRk80IV492XEUZhkHckcVN6zxybka02BEQc6LikWHzyOjyFZf3buTUKYAV+GYwLBStiti63aXtYJVmdivbe/GLf/cvMPnh+7G4dwQL927DpX/5bpx66peQ6HILvlYqVvrLxmaeWeEGeFUFqwxTmKLD5r/x+im8gsMqmZoRABCPifNREjuOkBf6NkqEVnQiLMti/5F9gmO2HRpWVai6FXV34hU8Ud1ZuutNYK4zse4xIaanAaGKLc8xiEyJqzxJgWdNJ97I9GLV8XmTAXMH78LErzyIKx97AIt7hsHrleurs64Tb5VERAxZL4PYThbchmLO2im8osOqVKZmSkA6Efmw2cX5tYgdR8gLJSItyOBYPx5+/CEYrOunX0w2I+4+dpekPiKNOqxKQaUTVVbHYaorhqgti6gti6muGLK66iV5oWpIEUannBNa9541nXiXhcvNSiEkWF3ulzYRAQp/48gBFtFxVnAKTwpTM0AZwSohH/6BPtgddsExdocd/oE+wTGEMrTe5CABoJCM9I/24czEm2AyOhgtBrh6nJJWQg717JPdDlssWS+DSCcLfQS4fOM6vM7O0jLcIlFbFlFrBLaUHrq4GX0rVhh0uU0zQXfdBZw+zYPfSvUJAAyPzruUK+ma3XYwOhZ8ngOXzSOTSMFoVW/56XjPmKC/ymqXFTmTDvp0Hh0z0iQiAACGQc4NVDO4q2RqxlpY2PeQqVk7wLIsjjx6GC8+9/2KY448ehismKsOQnbor9DCsCwLZ68dXaNeuPtcmpuO2YpAvAHxGMMg52Ywa1xB3JLb+nzFAHFLDpHOGK4sFJayblzJeeB+/k5yslXVgwer49F3vwy9VAQwu9d24p1W9Ni1wrMMVvoKV6O25VRVweqYZ1iyTrxFiiJo98MeOA+44H7Yg87HfJSEVKAVrd7HdmzH4x/74KbKiN1hx+Mf+yD5iGgIqohITJ7PtaQKXQmOjewttXSXG4YBVnQ6vDMzhrt6pmA2lpdzuro5HPl0Bse/bgaX51FYD8sDDMDqeIz/63mY3crqgRz+TiSXCtWF5atz8N9/l6LHr5XlAQd8Nwu+J57ZVSzsUKatwMs33y7pjRiGgdFnqvIKopUZ27Edo2PbEJiZQzwWh81ug3+gjyohGoP+GhKi5QZ47cTR8QOYXLlVdZzeFUUw2oHXr96LK2YW074YrvdEMTEQgfvBJN7/n8LY+ZEUvDuy0PctY/i9yzj4+Sl0jCXW7YfngVRYj+SKHlxenn9T55oGeGs78WqVFRl0ItUoClalhDrxNj8sy2JgqB87d+/AwFA/JSEahC7d24BkLi6rOG4lsyx711I50DsL0ys6ewJR6JC2rze5snTw2PWxgkHcidNvYHiDmRfPA7ffdGL6NTdSywWlrMGeQ/+hCAYeXgEr4UKVtZ1401FxpnVqsk6wKqVOREE8xg5ZxdgWvQ3JHC0fJQhKDVucHZ5dsu7/UI/wUmEtY+qdh/cDP0bH0RMw9S7U/PrrP/Di6gtdSC2XVydlY3rc/EkHLn6zR9LqSKET753j8DxWb69It/M6GO8ZE1w5s9plxaVjg3j913fj3IdHRe1Tap0IUTutphMhmgNKRGRAC34izUxDgtUaYHQcGH192UJkxoTZn7uLe9q4ZyxdsWPxHeHlg7Vi9ZaXpQbfuSXpvqWGZxmc/9AoZu7tQryzuueKqE68hKyQto1QC0pEJIZ0Io1Rt7HZFojRidTC2iWrt0+7wLACXiIMj7lT0rqvuke6S9vhm7VXcNoBv61PMcEzQRDSQIkI0ZIcHT8g6f4OHzi47n580QieE1gOzTNIBKV17/TdUzY2SwSVXT7czpBglSDkhRKRNkFuUZwWHFbrIRe1I/rWHqy8+m4kbw5Vf8Ed9CYOYITdVXVGaRurOf2dpT48uVQGXE7jU4A8D1soiYFzixh+s3KzPi0jtwhbiw6rpBMhlIYSEZnQkk6EBKuV4Tkd0rN+5KIOZMPip1J898Qqd9oDAIZH117p7diNjrIh19JVdTuHVhOsMjzwgf98Gg/994u454c3Re2TBKvqQjoRQg0oEZEB0ok0xrGRvYoJVvWO1VJlIx8V35G4e89qwdRsK50Iw0Nn5OA/GJEqzBL2Hk9pO3RpdvMAnochloRxNQFwyvXD2YpNDquxjOB4EqwSRHtCiQjR0lQTrDI6DnpHoXKRW7WDzwt/JYqCVZ2Rx95PBWD1Fk6uDMuXxKtGex57f2NOFvfVjrvKSW50NlR+gufR++Yk7v+v/4iH/vS7ePA/PIdD//l59P/8snArYZmRuhOvGEiwShDNBSUiRMsiVrCqu2NsBp5BbtVRcdxGwarFk8OB357BnicC6H8oDP8DYez+1ds49Lu34PSn645biK41gtVUuDz1s/37b2LH907BslQ+2ZsiCYx+/wzu/ofXVauOrHVY9QS00Tm4HuTuxKs1wSrpRAgloURERrSkEwFIsFoJg7s8hZKrQScCFLSjHduTGH3/ErZ/YAm+3XFJHVU3YrSZweoLB+BzHFKROFy3FtH/iyuFeNbGdufW/c4UvJdn5AtKgOX+speKJ9C8DqvtBOlECKVRJBH58pe/jOHhYZjNZhw8eBBvvPGGEodVFa3pREiwWhm9q7wUNhcRrxNRC3NH+eS+eH4KfW9cBSfQWZlnGPhPXZEtHkGHVZ8VeUPhZ8YzK64iUhKs8jz0YR7GIAd9mN/cJpkgiJZA9kTk29/+Np566il88YtfxNmzZ7F37168//3vx+LiotyHJpoYRQWrzmiplJCLSGtCJgeuAW9pe+XabdgWwmAFpl4YnodtUXrhLFBYOSMEr2NLglVHKAlDUrhKWBSsGkI8XKc5OC9wsF/h4bzAwXWagyEkPhkhnQhBNAeyJyL/5b/8F3z605/GJz/5SezatQtf/epXYbVa8Td/8zdyH5poVWq8Uq4qWNXnobMXBasO0YJVtfDuHixtxxZWkDcZBFcSA0DeqF65fWXN9Ix7rnpVpC/jhn2CA7thkQ2bAewT4pIROTrxthukEyGUQtZEJJPJ4MyZM3jkkUfKB2RZPPLII/jFL36xaXw6nUY0Gl13a3a0phNpdmq9UhYrWNW77lQMuNoEq2rg2dZb2s7GUljYPSA4nmcYLN4zLHNU62EyOVivzsE2MYuVTlPpcU+1lTM8sDdZ6DS8uYNPAesNTpVpmnYSrJJOhFASWT9toVAI+Xwe3d3d6x7v7u7GxMTEpvHPPPMM/uiP/kjOkBSl1+LX3FVFMheXzc3xUM8+nJw/K5u4zxDiYZ/YvBS1eKUc28ki6xWwXRfA7J+D3hGD3h2B3l4wK7Ol9DDkWWR1HOLm3OYzo0qwehZ6qwm5RGFlzlWfE0MOCwyxFNgNJ2iOYZA36RE4eJcyweU5dL/wBrw/PgddslDS4HUsZk1u6HfuQNohbHtvS+lh5SuPYQDoMoA+AuTcEsZdBY+xo2nF2AShdTS1aubpp59GJBIp3WZm1FH6typyC1bloKQT4fnClTDkuVI2doVg3X4DRu8SXGkWO2dcGJ13YjBox+i8EztnXHDGDfX9I2TA1lXWstyevI1zv/EIUp5CgsmxTEm8mrWb8fYnH0HGaZU1nhOnTwE8j4G/+jG6XnijlIQAAJPnEEmtIBC6hundwkmqocq0WBE2S8JVAuA4DjNTs5i4eAUzU7PgVPTMIepH1oqI1+uFTqfDwsL6TqELCwvo6enZNN5kMsFkMm16nGhPjo3sLQkO9ZHClXAlpLpSdsYNGFq0b3rckGcxtGjHVJc2vDA8oz2I3CoIviO3FpH80AG88bmPoPPqHNw35sHwPCKDXQjtGgCvk/d6Y7xnDBfmJ2G7EoDn5NUtxzAcD/N0EB3HL2Lp/fdW3FdWJ+5EwhnEladevvm2pB2d243byYDmVgAWmbxyDcdfOoHYavk7aXfYceTRwxjbsV3FyIhakfUXymg0Yv/+/Xj55ZdLj3Ech5dffhkPPPCAnIfWFKQTaRyxV8BbjTs6fqCqYBUAwAN9S4XKAbOh7lK837dk1cQMTdcazUeyaGLGslja2Y/rH3wXrn3oAIL3DMmehKyl49WL4AWWETMAel+6JFhZiptzyOjy4CvIb3kAeSOQE7G4iQSrjaFlncjklWt48bnvr0tCACC2GsOLz30fk1euqRQZUQ+y/0o99dRT+G//7b/hb//2b3H58mV85jOfQTwexyc/+Um5D60JtHo10WyIvQIWO24rrAkjjHndpiSkCAMGxrwOj40/pPrKGavXCebOST+fySGXEu7jogTGYBRMFQdXJhzB0KK9cjLCAHOdCQCbewoW7ye2saUuxEojp2AVgKYEq1qF4zgcf+mE4JjjL52gaZomQvZE5F/9q3+FL33pS/jDP/xD3HvvvTh37hx++MMfbhKwEsohp8PqoZ59soj6cq7ClXCl01wtV8qV4Bd8osaJ1THIjclV1n0EL6mvp8o5LYIVEQBgLBYwxcpThT9m1JbFSetNcBs0q5wRDQmSG0Vuh1W5ROStRmBmblMlZCOx1RgCM+p2pybEo8gv6mc/+1lMTU0hnU7j1KlTOHhQ/SWQ7UrTClYZpnAlDPmulDl7QtQ4sToGuXH4O0vbSxNbdOJVmNe7dMIVEYYB7r0XYAqVJVuqcunf1u3G9yxnER1nEdvBIDrOInJAvSSkndHayr94TNyFlNhxhPpo49KuDSCdSH2sFRpmvQxiO1nwG85fDABOgunslCeKVMZYceENDx4ZXb6wlFcDdOzoL22vzqm7tHS8Zww3RzxIbOveuirCsoDVCtx/f+mhqpUlBsi5GWR8LHJupu4kU6zDam5qAemfX0L24hR4lcv6HMdhYWYRtyamsDCzqNo0Q1EnoqXVKTa7uMqR2HGE+mhXjdRCaNFPpJlhcoUqyNrTEpsT9hI5On4Ar1w4XbIQ33K/hjyuhbux2zcDnl9/3iuKJ+c6E5rxE/Hd3Y9iB5lMVFw1R054lsGN3/0oRr76EmznbxQeZJjCkuquLuDjHwfs5RVJSlSW/La+qq0CspensfrMt5E7d730GNvvhf1zvwzz+/bLHeImpidnceb4WSRiydJjVrsF+4/sw+BYv8Ar5WHmWgAvvvojzaxO8Q/0we6wC07P2B12+AdIrNwsUEWEaB5k9hIBgLAReGdmDOnseoFCVsdhqiuGqC0LoOCwqrZgVW82QnfHup3neMSD8vSTqQXOZsL1px5H5nP/FvyHPgg89hjwb/4N8Ju/CXTemUrieXD5rCYqS9krs1j5xH9C7vzNdY9zsyFEf/e/IfnCzze9Rk7B6spUBK+9+Pq6JAQAErEkXnvxdUxPKjsFNz05i9dfPKmp1Sksy+LIo4cFxxx59DBYlk5vzQL9pdqUZhSsFr1EKhUk1nqJ1H0MVwTBaAdev3ovLjFmTPtiuN4TxcRApJSEaAmLt9wtePGdKRUjWQMDzN1lAQ4cAH/wfqC/v1xeupMk6mduiqoslTrxykTsS/8AZPJAhamG2J/+Pfg15mxyClZ5jsfMG/OCY84cP6vYtAjHcThzXDjpUmt1ytiO7Xj8Yx+E3bHe88fusOPxj32QfESaDJqaaUN2eHY13TLBQHwOI9nNJnhbUfASqW/+xFDsOQMGK9EO5IbVUd5zeSB0yY75txzIrOpgcufQuz+KzrsSYNZcPriGuhC7ow8JX58H3rtHlXiLnDh9CocPHETUlsVUVwx9S1YY87rS8/pYEj2vvY0UEsBRr8CeCp14Rfm/iGArY7P87WVkT12p8IoCfDyF9E/Pwfyh+wXHSUFkPopMXHgZdiKWRDAQQvdAl+zxBAOhTZWZjRRXpwwMKT9lNLZjO0bHtiEwM4d4LA6b3Qb/QB9VQpoQSkQIzVN0WC14hFSfdmHSwCaRxx0mV25trRO501tGr08CtijCcQdy4QbWAjdALsXi/LO9iM5aAIYHeAaxeR5Ll+3wjMUx/r/MQ2covA9d44MI/KLQtym+GFYl3iJFh9UiUVsWUWtkXc+e9/6PE7CtpGEx6yr+jaSmkk6EW1ip/mIdi/y8MkLgTFJcxS0ZF04OpELscdRcncKyrCpJECEtlDoqCK2caYxqXiJFbLf4LTvyVurE64wbSr1lhpat2D9yGQ/ddQ4eZMGr4Bly5Xs+RAPmwh2eWff/lWtW3PhRedmuY8BbKv7kkhlwOW0sLS7BAHFLDmF7pvD/vkIp3ZDKw7aUUjc092Yr/03kObCeyt2YpcRoEdfLyGKzyBxJbceh1SlEo1AiohDt6LAquU5EhJdIkWJH3o3JyEaKvWU2LiU1GTK4p/8anKvCvY+kFqymwnoEL9jLCchGeAa333QimyzEy7IsDDZz6emVm8IaA9XgAVtSj5Wdg4j7veAZwBNYVTUk/XA39HcPCFdlDHqYHrl308NyCFZdPU4YbcLdia12C3x+4SktqfD5vbDahZMRWp1CSAElIm3KDs8u2QWrclD0EtnoulnXKhqh3jIMAIaHP1q5BHP4gPTGfOGbFlTTt3A5FtGZcvJh73aXtkMacFjdyNqKE9u3DVMfew/e+ewvYXWbuBOYnIJV++98rPB2V3jLbZ/+AFjn+it+uQSrDMtg9NCw4Jj9R/YppoFgWRb7jwh/j2l1CiEF9AmCtsx62h2e55EJppGaSSITTINfk0QU5/mzXgaRAyziw1XsxCG8isaW0ovqLSPkACo1vNiP3prkyD3aW9qOTgdrOh6T5+C9NINd3zqBvV//MXY8/ws4p4N1L4Ee7xnDidOnSvcrVZx00GEw5BBsgAdA0PelVrYyNjMeuhuu//oZMB13Vh8VPwomA2y//Uuw/uYHJTu+GLwjHbj72F0wWNe/L1a7BQ8//pDiPiKDY/14+PGHNlVGaHUKISVtL1alVtLaIRVIIXY+Ci5ZPhuzFhb2Pc6SYLUEw4A31dKRt5xsFAWrYnvGKNlbxjVYXTfBsDwc/nTpftc9Q7j547cAAMll4R4ca9En09jztz+Fc3YJHMOA5XlwU0H0nrmO2/tGceWjh4AqvWMEqdLNmAePviUrotaI7CZxQsZmpiN74H33M8j8/BLygRBYpw3G99wDtsq0hFx4Rzpg9RvhSfiQjCdhsRWmY9SqPAyO9aN/tA/zswswZy20OoWQnLZORIqtpDdSNOuhjF85UoEUoqfCmx7nklzh8YPuzc+JXEWztiNv0WEVEO/smWHrN0irFasvC/e2BCK3LOC5Lc7ODA/feAxGe770kMVjB6Njwec5cNlCJ169WVhrAAA7v/NzOAIFHQ97pwLC3ukV03P2OpKdDky/Z7zuf0ux4lSJtRWnuEVdITej18F0+B5VY1gLwzKKLNEVC8uy6B7wtaXWjZCftk1p1Wgl3Wvxa27ljJw6EUCcYJXnecTORwXHxM5HN+UcjXbkjZtzyOjyJfv2zXEBqawR4bjwqgmpBat3/8oCTK5sYeluKbbCtq07g7EPb55+MTnXdOK9OF31GNZgBN4rATAVpmAYAAOvXwaTy2/5vBi0WHGSEjkdVrWKmFYVNNVN1Epz/gJIALWSlr8Tr1jBajaUWTcdsxVckoMttkFPIKojLwN9BDAGOejD/HrtA3OndwywKRkp3rt6ewi5iLtiXHIIVk3OPN715Cy2vW8JVl8Weksetu4Mtj8ewr7/dRYGy+b3yuEvCyiXrlb/zHqu3a64MKeIIZGGfV6E18YWnDh9SnTFScw4qQSrYhvgVUNOh1UAsOhtmjMdLDbAE2LyyjV8/S+fxXe++Rx+8I8/wne++Ry+/pfPqmIFTzQPbTs1Q62ktQOXEnfCutczgtfjV+G3lVdbFFfRWG9w0K0xpeSMQMbHwHqDhy5TrirkjUCf3l3SiVRyAM2yPCZu3YVgtANGFazd9WYOgw+HMfhwWNT4jh39CF4oVEJiIjrxMhyHQt1DeNqJ4WqflioamxUrToY8u7UgmOfBZNJVe85I5bBarQEez/OFpDjFgTWzMHiNYBQwXGsVaKqbqJe2TUSolbR2YM3iCnOsmQW2KGJlvQwinSz0kYIwlTMwYLI87Fc2n0TZDHAosw0ncaP02FYOoDFTDkuXCnM6ajms1sLaTrzpaPXkedXvrTgtU4TTsYh3NfBvv1NxGlq0gwe/Phm5c2zPmUvAzuH6jyERQkJps98s8EoCED/VPTq2jUSuxCba9hNRbCUtBJn1KIPBawRrEf4ospbCFWpFGAY5N4OMj0XOBVhvFk50lfxF9ib71xcDNjiAMmyhAR4AcEkzuJSwsZna6M1GsMVOvHkeyWVhs7DIkA+xLhe4Clf8PMNg/r5tyIsQvW4Fg4KBGcszWHAnkWXXV73YZAr9PziJ7rduQpetX4ciBUWh9MbpwaJQOhVQ1wG2GaCpbqIR2jYRUbKV9Frx1sJMENm8drq4KmFsVk2wyjAM7HucgmPse5yiy+RiuvRaeWNVfxC9O1zazka0XxWxdJQT68ULVTrxMgwu/b8OI2cxgl/zvvIomLrGety4/lh9pnRezoZf9xzB6LwTg0E7esJWgAHm3YlSN2PDO2fhvD4HhgNct9Wb/hQrlObr9FVpNXSMfkvBKk11E43QtokIoEwr6Y3irVe+ewL/9Dc/wPTkbMP7biXMfjOcB92bKiOshYXzoLum8njBN6Q61VZrGNxlJ7TcSuVE5PCBg5KvnKkH16CvtL1yrbrVe6LLhTc/+yHMvHsX0nYzOB2LZKcD1x/bh7c+/f66qiFezobdXA/s7Pq/lyHPojtsAQe+UHnyl1cieQLivE+kEKz6bX3rBKtihdLZ0OauuB5jh6wrZ7QoWK0ETXUTjdC2GpEicraSriTeSsaSeO3F11VxStQyZr8Zpj6ToGCwaGy2VrC6EbH+IjcTc/DYK/ft0K9NRMJuUf8GNfHePYC5NwoJkdhOvBmnFTfefx9uvP++xgPgge1c4f3cWL0q6kOGgnZMIVZqfgcAntnqPWekEqxuRKxQWuy4dqU41S00PUNT3UQl2roiUqTYSnrn7h0YGOqXbDqmmnjrzPGztMZ+AwzDwOgzwTxggdFnqmvVglh/kZBe+EqctSTBmgpXwtmwq17Xc8Vwj/aUtrPxlOKfLTdvgRmGipb5QCEhGQrakevsBKcrjPPdCCsU4WZqEkoTFVFyqptoPehTIRNixFuJWBLBQEihiISR29hMUUT5i7BVbcUZpqwT4bMGcEl1LL/FwrIs9NY7oloeWJ1dUvT4RlR2Ud1Id9SOpf7C9IxrIQHz6uapDyWQRCjdhmylE1FiqptoTdp+akYuxIqykvGkzJFUZ4dnl6xz0Yd69uHk/FnZTaDWIuQvktjGIutlgOoyClhGb8IyPA29K1KqjmgZm8+FyNQiACB4YWqdbkRuMhC3+qVo7R7cMwAdN43FbW6gDr+SRnj55ts4NrK3JJTeqr1AkVqE0u2AjtFXdIiWc6qbaF0oEZEJsaIsi03bV9nNzFb+IjkXCqWOOxSNzSph7KxuDlbkwvwkxnvGGoi4cdzbukuJSPH/ShFmkkghCxP0gtMzRabf5cf5o+L7qYx5hvHKhdM4On6gkTA3GZuZ/WbgoLsuH5GiYFWsi3A9XFm5JLsLspQUp7oJQiyUpsqEGJ8Sq73QVZOojWMjewUdMtex1l/EzaxLQho9oa1lndU7D7g5C7o4O9ycRYxuVjJ840Ol7USoughUUhjgGit+qjGr147oxuw3o/MxH9wPe+A84IL7YQ86H/OpbmZm0dMqE6L1oUREJsSIt/Yf2UclyxbDy9lwKD+Eezk/dnE9uJfz41B+CF5OmROKvdsNhi0kW/l0FvmMsk0WQ2wcF9n5io0EgUJfn4wuX9XaXWmkEEq3E2Ia4BGEGOgsKCNC4q2HHj+kuaW7WujEq0XySTNSM36svj2OXLRyJ95txm7s5npg2jDjaYIeu7kexZIRo7083bd0VfmTRYiN4yJTSEY2GoEVE5S5zsQ6sbB1JQVLmBxMmwUxDfAIQiz0aZKZSuKthfRttUNbh1KC1WYks9CF2Du7AQB65yr0zi2mPHjgYdvdALBJH8GAAQ8e2zkvQky86mqdRrH1epCOFroKL18JoGvNdI1ShHRxXOTmMZR1w6ErJ0ZZHYe5zgSidxoJdsxE8dDfXoRtOYXLRwfw9oeVWVlRNDY7NrJXkeMRBFEZqogoQCWfkkrKc0IconUiAhwdP1DVKEvvCZe2syueLcfYUno4dJaKIk0GDMwwwM3LL07uGO0tbUdn1VseHmLjOGMM4PnIqZK1+8RApJSEAEDcY4ZtuVAJ6boeqbSrEkXBakPwPPRhHq5lMzLBdMP27XI7rBJEq0OJiEr0Wvxqh9DUKHklq3esgtEVVlNkV9xbjqlmF1+kFq+NevHdM1jaTq2o7A/DAIHscqmZ4MY8LW03ItJtBVBwWNWn5U3ODSEertMcnBc4DE65EH5tBUs/DGq6sV0zWb0TRD1QIkKso6WMzSSCYfmSsRmXsGzZiTerE+diKtZroxFMDisYfeGrzeXyyCS0e5IFgOA2NwCA5Xh0Tgk3oGsEQ4iHfYIDu8EOhrrs1g8JVgkpoESEKCG3V4GYTrxaZV0n3vDmBnhxcw4ZXb5imZ8HjxSyCDPKGNiZXWVhbOjijCLHFOLE6VMVnwtuK7+fvhvVp2fqgudhvVFIFitJdKjLbm2QYJWQCkpECAKoqhMxdIRL21vqRJg7K0GATUtXi/evsSHZhapF7P7O0vby1ca1NI1QzeRt8U5FBBDfd6ZWnYg+Augywm9/pS67YiGdCEHUByUiKkOCVYDneWSCaaRmkjWLB6USrFZjbUUkV0EnErVl8YPVt5DG+r9pGjlcZOcRYpWb9vLuKHc5Xb2t7SpU0mNGvKNgHOadioLNCU9zCTnhVoLNivtM1dtlV4n2BaQTIVoVqq2pSK/F3/ZzrKlAqi5rbaAgWH355ttyhwgA0JnTYC1JcEkLcmEXeI4Bw24+ufXvHcbXT/8ED3XtgRE6ZJAvTMco7I3VefcggJ8DADJ3lvJqmcVtLowsp6DLcuiYWUVoZPP0VyNwBgZiLG612mXXoreRfotoWbT5rSNUY4dnl2LGZqlACtFT4XVJCKBd8aDhzjJePq9DfrWysRkPIMwmscgUui938cpbveuNeuiMhesMnuORXFbY7n0LhHUi7tK22OmZWsi5gLxR+E8g1GW3kapdK6Nj9G1/MUU0DlVECEUpGpvxPI/YeeEVErHzUZj6tGO1bfSFwOd10LvDYIzCWgIvZ8N2zgszDKXHUsjiGhtSbIrG3GFHfD4MAFi8MIWhw+OKHHcrxnvGcGF+suLzwVE3ACBnZGFIy7CyiGGQ2MbCPsGBx/oCFQ8eDJiKXXZrqdrJ3QCPIFoRqogQqpANZTZVQjbSqHiwFsQYm5kHZ+G6/wxsd12HzlK5WqMVq3fngK+0Hb4+r8gx62XVa8GP/z/78d0/fhjnP7hN1GtqFaxmvQxiO1lwG4oeWQMH50H3llOBtVTtxOpEeI5HeC6CxeshhOci4DmqrhDtDVVENECez7XdUjixokAx4wLxOfhtfVXHKYKGrN69uwZw+3ShChFbCMt7sEZhGCwPOUUPH/MMV00ctyLrZRDpZKGPFASsnIHBlH4B/f7NBoNyVO1CN5dx/eQtZOLlBNtoM2L00DC8I8KJTNHYTO5l9gShNFQRURktOqwqoRMRKwqsNk4xh1UesCX1cMeMsCX1FcUGYq3eh7kO2XUjnpGe0nY2ngLH1bciREqEdCKKwTDIuRlkfCxybqZiQih11S50cxmXX766LgkBgEw8g8svX0XopjqrmziOw8LMIm5NTGFhZlETnxOivWivy3BCExzq2Ydf8GfAWljBH3oh8aCSOOMG9C1ZYcyX7dkzDI9ZZwaxjvUJm1ir92G+A+Dl1Y2wehZ6ixG5ZAbggdW5Zbj6vZIfRyzVdCLr4HlAZW1QvVW7rXQiPMfj+slbgvu5cfIWOoc8YFjl/t3Tk7M4c/wsErGy0Z7VbsH+I/tEdwcvCla1eFFFNAdUESFUgWEK4kAhKokH5WRjud8ZN2Bo0b4pwTBwDEbCJjjjhnWPi7V6LyK3bsTqKy+DDV2YXvecI7CE/p9dwsDPLsGhYnO8tWx/PYCHv34eH/wPbxSSEQUoduLdSD1Vu0o6kch8dFMlZCPpeAaRefks7jcyPTmL1158fV0SAgCJWBKvvfg6pidnFYuFaG8oESFUw+w3w3nQDday/mPIWtiK4kE52WRsxgN9S4WGbJv0Hnfu9i1Z102vVLN630hxv9s5ryzTNO7hrtJ2+NYiAMAUieO+r/4Q+7/yA4z+6C1s+9Fb2P/VH2LfV34AU1hdr4q+y0vwX1yCczEBR7C6HX7DnXgFMHiNmz6bGxFbtcsks1XHiBknVQM8juNw5riwE+yZ42dpmoZQBEpEiIooYaBk9pvR+ZgP7oc9cB5wwf2wB52P+WpKQo6N7JXEYXUjtpQexryust6DAYx5HWypNTOcRat3BjUlI2YY4OYtUoS9Dt/ucifeZCgKXTqLe//6x3DMLRWOzfNg7sRpv72M+/76x9Cl5F2pJOgnssbIzHtLuO9MPQ6rtSBl1c5oMVQdU8u4RgkGQpsqIRtJxJIIBrRRKSNaG0pENECvxa85q3cllPlFYzOGYWD0mWAesMDo045viFi9x8ZxUVsWU10xxLjaDNmM0FUfVCMOf2epfJNLZdD15jWYV+Jgt1gyynI8TOE4es7ekDyOItX6zoSG1yQiN2VqgFcDUlXtXD1OGG3ClROTzQhXj/iVQ42QjItrvih2HECdeIn6oUSEUIVmMH0Sq/fYalzUlsV/XzmOc2wAtxhxqyEykMHIC4DRVj5Zet+4WnV8zzn5EpFqLA84wOkKiZN3StlEpFK7gFqrdh5jx6YGeAzLYPTQsODxtx0aVkyoarGJq76JHddu9gOEtFAiQhAbKApWS3qPCuINngdSeR3i5q2rWTyAny2exy12GSlkK+8HPFLIFnrSyICtx13a1seSgvYlDABDPC1LHGLIG3VY8dsBAK75BAwJcdqKRqnmQyNF1c470gH/Pb2blwszgP+e3pKPSDXDMyl0Ij6/F1a7cJJhtVvg86u3yopoHygRIQRppkZbknfiLeo9gE1JRFH+MbkwUFFjevjAwdJ+rrGhrfdz5/41NiSbwZl7W9lPZJkHeIGTKM8wSHRW7qMjFUI6kXXTM1PCq0jGPMOyClalJHRzGYF3bm8WJfNA4J3bCN1cRujmMt749lt45/uXceWVa3jn+5fxxrffktxjhGVZ7D8iXJXcf2QfWJZOEYT8yPYp+5M/+RM8+OCDsFqtcLvdch2mpWhnnUijyGVsVtR7bJx+SXM6vDMzhsXlbnAJa9X9hNg4LrLzSGP93ziNHC6y87L2n+m6Z6i0fTrPlcSpW8HwPG7fL6zjaJSadCJVBKvNghgfkcmf3VDU8GxwrB8PP/7QpsqI1W7Bw48/JNpHhCAaRbaJvUwmg49//ON44IEH8PWvf12uw7QMvRZ/24m9ig3wtE7UlkXUGoEtpYchzyKr4xCcHUQ8WiilZ5c90NkSVfcTYuMIMXG4eQuM0CGDfGE6RmZZgMVjB6Njwec5XM5zCG7vhff6bTAb8hGeAZa39yG4a0DegKoQWmP17r2lnK+G1Kw1NhPjI5JLC1+IyGF4NjjWj/7RPgQDISTjSVhshemYeishZGxG1INsFZE/+qM/wu/8zu/gnnvukesQRIujqdbrDBC35BC2ZxC35KDvCAMAWHMafF54tcs6N1EGCLNJLLIxhFn5k5AiJmfhqpcH8NN7hjB9eBw5U3mpaM5kwPTDu3HhX78HUKgcX2l6JukxI+E2AQA6p6Ng8sp5WVQSrNbKRmMzsT4iQmw0PJPCTwQoTNN0D3RheOcQuge66k5CSLBK1IumPjnpdBrpdFkoF40279VQK5HMxWHRK9Mxtkgtrdel5uj4Abxy4bSgT4XBs4KOY8fBWpKCTuSHDxzURH8Ve28HUiuF6Z/Qtdu4+a8extSRcdjuNMOLd7vBGZT7Oahm937pkSFwOgahYRd4ERWAVy6c3mxIVyN+W58sfjSAdP4gxYTGorc1lX6LIITQlBLpmWeegcvlKt0GBtQtERPK6EQ2Ukvr9Y3IdSLZCMPy0FmFkxAt0XFXeVVILFAwM+MMeqz2e7Ha71U0CRHDtQf9uHGwD9FuW9WeM3Ibm0mBGB8RMShleEYQSlJTIvKFL3wBDMMI3iYmJuoO5umnn0YkEindZmZm6t5Xs6I1warcHOrZt06wKrb1+lbTNIp14m1CfLvLgtVUpLqehZCGogZKjI+I3iScDEpteEZddwmtUNNl0Oc//3k88cQTgmO2bdtWdzAmkwkmk6nu1zc77ShY3UgtrdeNPu18VtY2i43M6hC6ogcDwLuzUEq/MD9ZdbWInBgsRrAGHbhsHnyeQyqagNlZfbWP3Jw4faq8zLnF8Bg71iXZ3pEO3H3sLlw/eWudcNVkM2LbnSTl8suVDee2Mjy7snKprqqlFF13CUIqakpEfD4ffD6fXLEQGkYpnUi9rdfVgOeB+OUdyC53gGE5mHa9gdNftSN02YCyWQQD392PIH/ohJqhAgDMHjsSi4XlsMF3bmHgIeWn3dZSTSdiSObQORWB91YU1x7yI+VofGpDDC/ffFu26pp3pAOdQ57CKppkFkaLAa4eZynBEEpUioZnRerViRS77m6k2HW3kaW7OkZPK2eImpFtYnh6ehrLy8uYnp5GPp/HuXPnAADbt2+H3W6X67CEDOzw7JJMoV+Nelqvy4EYwSrDAJmFbuRjNuTzOZz6nhOJYDGu8pVr6Ioe7O2DyP9vC9AZ1Vv54+z3lhKRlevzqici1bj7p1PY9fI0ACDcZ8fsHuGLIK0LVoswLAN3n2vL56olKo0itutu/2gfmZkRiiHbJ+0P//APcd999+GLX/wiYrEY7rvvPtx3331488035Tok0aSs1Yk02npdrk68lTB0FOJeuBlCfEEHntt8wuA5BvmwDQvn5HcsFaJzZ/kqNTa/omIk4ggNaacTr5IUE5WuUS/cfS5JfUOo6y6hRWRLRJ599lnwPL/pduTIEbkO2TK0m2B1LVK2XlcCQ0fhhL4wVeWHmwFuvKHuiofONStnMqu1dQZWg6XhtcZmzemwulUDPKmppVopR9ddgmgUqr1pDC3PrSrlWyBV63UlKCYi2XQVwyqeAZe4U8XhATdnQRdnh5uzbO49IhOsXg9d0cSM5xFb0EZVpJLPStpuxKqvYMTWMbMKNqu+Lkhr1KrbkrrrLkFIASUihCiU9hOptfW6XBQ78VaCtSbAmtIw20zCLqkMD50zCS9nw6H8EO7l/NjF9eBezo9D+SF4OWUM46ze8vTQ4jtTihxTCLF9Z9g8D09gdf2TPGBL6uGOGWFL6iVL6Py2PskcVrWGEl13i4JVghALJSKEZtjYAK+R1uuSd+KtAMMUqiI9I13CJ0KeweDeKHZzPTBt0IiboMdurmdTMpKO6nDzJx1488v9eOP/P4CJ531Yvd3YyhHnYFdpO3JzsaF9KUGlBnjOuAE7Z1wYnXdiMGjH6LwTH47txZWzlVfhENR1l9AmTfFpC8zMkdlOi1NsDiYFShubGTqX4e3vgMvn2LoqwvDw3Z3Fxw8MATzAbBhUvL+d85aSmZUbFpz6syFMvepB7LYZiaAJC285cebLg5h5fesVF2Lw7S67FSeC2tddLK1pgNc5XaiIOOMGDC3aYciv//ky5FkcSozAEFKxJ1EFtNTckbruElpDW77OFfje3/8jvD4vjjx6GGM7tqsdjuwUjc2oiVRzYOhcBsuy2P3unZi+PoG5y1Fw2UJyoTPyGD6SxsEPZ2BeclacvmHAwAwD3LwFwWQaF/5HL7gcU2iJe4fiipzrP/DB3pOBZ7R2QaFzsLwENptIg+M4TV/9RrqtyBlZ6DMcOqejAA/0LRWM2LZK6HjwsN7gEOlkq1rDK8VGYzOpsehtNRubSd11lyAaoWnOdLHVGF587vt4/GMfbItkRKuo0QBP6+gcq2AMWehgwLbx7bj3My8jMl34armHcjBYAHNM3JSKETrcPutEPrs+CVkHy2PmdXddiQjLsjDYTMjGC80lIzcX4RntqXk/UlPJYZXXsVjpd8B3IwLbcgruZcAo0O2YAQNdBtBHgJxbxoBbgGLXXYJQm6ZLf4+/dIKmaVRCCcGqmCtHnueRCaaRmkkiE0xv2XdGSqoJVhkGsO2agPNdZ9Fx9ASMVsC3MwffzkISAgBZnbjPbAZ5hK9XWUnDMQjfrH9Vg63LXdoOXpquez9SUU2wGhxxYbnfjsmH+mDIi6tysNnGPhNFwarSn7VWggSrhFiapiJSJLYaQ2BmDgNDNI/Zahzq2Vd1Lj0VSCF2PrquHw1rYWHf49y0oiYQn4Pf1rdxFzVRdFithmVwVvD5uDmHjC4PQ47dUnTLg0caOYSZJHi4qwfWwPnQva0H4ZsLAIDodLD+HSnE+Q+N4vyHRgEAtqQOELGKnDM0Pi3jDJuw9MOgqM8asR4do29rPySiNpquIgIA8ZgyfhZqQ1/k9aQCKURPhTc1xeOSHKKnwkgFyiZdmuvEywBznQmAwaarav5OVnGNDQEM4B5KVV0K7Bqu35Cs655yJ97k0qrASO1RTOj4CpkYDx4JJoNc/XpeAIAhxGPwpkvUZ00MWjM2Iwgt0ZSJiM3e+hoFLRubqQHP84idjwqOiZ2Parp0HrVlMdUVQ4xbfxJLI4eL7DxCbCHB7n1XFKyOR8WyB8+g/8Fw3XFYveXeJflMDrlMEyW8xYQO2JSMFO+/bZltTKjKFwSvQmjts0a6LaKZabpExO6wwz/QWLmdaD6yocymq9ONcEkO2VBGcIyc5FMmpGb7sPr2OPJx65ZjorYs/vvKcZxjA7jEzuMcG8BJ3VQpCQEAoz2P3b86D0YHgF1zsruzPfzeJXTelWgoVqOzHN/S5ZmG9qUkptUMErokprpim3Q3WR2Hqa4Y5ozhho6hjwC6zOZVOWtR+7NGEK1E0yUiRx49TEvMVGSHZ5fsVu9bCVa5lDixp9hxm+B56MM8jEEO+jAPbLjarSZYBYD0rB+rb+1FanoAmVBn5UMB+NnieSyyMYTZ5JbTMJ07Ejjwv02j/1AEZk8WJmcOvrtjuPffzGL4vY1bs9t7PaXtpSvqiwrHe8YqWr0DgP+dID78x7/AL3/xdfS/E0LUlsXEQATXe6KY9sVwvSeKiYEIorYsxjzDonQ9lRArdK37s9ZGkGCVEEPTnNHtDjst3W0DKhmbsWZxH9W148R24jWEeLhOc3Be4GC/wsN5gYPrNFcyxhLbWt7QWU6gsksdFcdttUx1K6ydWWz/YAiHPj+FB/7dLez+1QW4G9CGrKVjrFxVXA0sSbJPOcmZ9bAtF/7tndN3pugYIG7JIWzPIG7JCetqakCs0FXsZ3ItWjI2kxvyQSLE0hSJyEf/5UfwqX/7RFsmISRYLWDwGjc1wdsIa2Fh8NZmgW4I8bBPcGA3VNnZDGCf4Gpy6dS7ImB0eQBAdqlzY1FFU/jGB0vbqYj2xd/L/Y6SrUopEZGJnAvIG4UXJtXzWfMYKyenUlA0NiOIZqMpEhH/QF9bTseQYLUMwzCw73EKjrHvcdbUj2atKHHjq4r3rTe4TdM0FWNkeejvdOPlUiZwCe12MDVazWD1BWMwPschFW1McyI3WYse0a6CrsU9F5O3Ey/DILGt8HtTaXVOzZ81giAq0n5nd6JpMfvNcB50b6qMsBYWzoPumr0dyqLErWGAkkunWAyesn4jG3HXFI/SmD3llRahC+p34q1Gse/Mlp14t6ARnUjWyyC2k0XWsD7hqfezRhBEZSgRIepCDcEqUEhGOh/zwf2wB84DLrgf9qDzMZ/giaGSTkSsKLE4ToxgVe8qTxvkIw7BsRfm1e0U6+wvt3pfvnZbxUjKCAlWlwfXNsATnp4Z8ww3HEvWyyB2vwE3ti+L/qwRBFE7lIg0AVrTicht9V6tEy/DMDD6TDAPWGD0mQRL5ELGZmJFiZyBES1YXZuI5KKVp5LEClblpPPusjtxbL7xlTiNUs3qfWltIjIlr06kBMMg7siK+qyJpZ2MzXSMnlbOEFWhRETjkE5EPqqJEnkUnq/FpZM1p8AYsoX9R4Q1LWrTeVd55UxmVZrVOHIS7rEhbyj8ZHXMNJcjbBElBKsE0WxQIkK0L+tEiesp3k9sq62dPMOUqyJc2gQuZZIgUHlg9XroTIbCHZ7H6m31qyJC8HoWK347AMARSsIYI0MxgmgFKBEh2pqiKJHbsBKTM6IgVvTWXoo3epdg7ArCOna96li1dSJWb1nHErxwS71ARFIUrHI6Bq5F4ZU+jRqbreXlm29Lsh+CIDZDjjNE3SRzcVlLwSuZZUlK2cdG9uLlm29X7MSb9TKIdLLQRwrCVM7AFKZjNlRCip14qwkhxSQgQEEnIiTOVALXUBdWAwVhcPjmoqqxFDlx+lRFDc3kg35M3deNcK8dnEGZ6yi/rU+UMR5BEPVBFZEmoNfiJ8Gq3DAMcm4GGR+LnJtprGlaE+EbL3fiTQRrWKcsE9UEqzGfFcuDTsWSEDmQuxOvFo3NSLBKCNG832aCIBrG0d9ZMlLJJTPgctQ/hZAWsnonqkGJSBPBcRwWZhZxa2IKCzOL4Dg6aWgZngdyMSv4vHa/ZizLwmAr+2IsX2u9KQhJdCI8kAmmkZpJIhNMg9eyfz9BNBmUqjYJM9cCeOv420jEkqXHrHYL9h/Zh8GxfoFXEkUC8bmKOhGpSVzbhsTV7eDzOrgfOglDR+UVKRfmJ6tOSciJvceDlTuGZqHLM/Du1PbnyR5MoP+dEDpmo7j+gB8LY56KY8c8w6KM6IQwhHjsuO5FOFv+G7IWFvY9TjI3IwgJ0O6lGlFi8so1vP7iyXVJCAAkYkm89uLrmJ6cVSmy5kHI2KwWjo4fEHViYwxZ8PlCLxchPxEtGJt5RntL29GZkIqRiMMzF8O9L17H4LkgfNfDsh6r2BTRkNWte5xLcoieCiMVqN9/RU1jM6quElqCEhGNw3Ecjr90QnDMmeNnVfkh2eHZJavV+6GefRWt3rWO3lk23NK6sVnXnrJgNbUSUzGSAuM9Y8JW7wPlJccdMzI6rAo0RSwSOx+ta5pGTWOz6clZvPD1F/GT77yC139wEj/5zit44esv0gUNoRqUiGicwMwcYqvCJ4dELIlgQPtXsu2E3hkti0AFrN61gNllA6Mr/BRw2TwyCW27rMY9ZqRtBSO2jplV0d2Ra6VaU0SgUBnJhprHWG16chavvfi64tVVsnonhKBEROPEY+IqDsl4svogQjE/CEbHQWcrJJC5VQd4TtvLgc3u8hV08B2Nd+JlmFJVxBzLwhpOCw6v19hMbFNELtUc0xocx+HMceHpILWqq0R7Q4mIxrHZxRmGWWwWmSNpfqTSiQA1duLlGORX7YJj1XZYdaztxDup/ZUzy/1rp2fk6Tsjtikia26On9FgILSpErIRqq4SatAc36A2xj/QB7tD+CRmtVvg83sFxxDS0YqdeNeulInNabvnDKCMTqRaU0SgsHrG4DUKjBBGScGq2KopVVcJpaFEROOwLIsjjx4WHLP/yD6wrDp/ShKsVkbvXJOIRGpo4asCnTvKXZ7Tq9o4EYkXrMrUiVegKWIR+x4nmDpdeJUWrIqtmlJ1lVAaSkSagLEd2/H4xz64qTJitVvw8OMPkY+IRllXEdH4yhmdcX0n3tiCulWRar4qSZcJKUehEtExK06wWo9OpFJTRNbCwnnQ3VQ+Ij6/F1a7cJJB1VVCDcjQrEkY27Edo2PbcP7aeaTiKdjsNvj8XtUqIc1KtQZ4UsIas2AtKXBJM/JJM3he2y1srF4nVgNLAIDF87dgf7SyUZjq3BGs9l1agjGRg20phbi38km2EWOztU0Rw6sr2DM4DIPXWHclRC1YlsX+I/vw2ouvVxwjZ3W1uHKm1+KvPpioGY7jEJiZQzwWh81ug3+gr2nOD5SINBEsy+Leu+7F7WSA+jdogMmVW1U78Tr3vwXWlAZrSVZNQtR2WHWPdJUSEa104hUisKsTKbsBK/0OZM266i9oBIZBzg3Y3R14LTaBYz7phM9KMjjWj4cffwhnjp8ll+YWYvLKNRx/6cQ6qwe7w44jjx7G2I7tKkYmDjqbEUQdHB0/IKrUb/CERe3v8IGDgpoIJfCOD2HmZ5cBaKMTbzWuP+jH9Qeb/+r65PxZ2bpNFzvxru2WPTjWj/7RPgQDISTjSVhsFqquNjGTV67hxee+v+nx2GoMLz73fTz+sQ9qPhmhTx4hCSRYbX5c/V7NdeJVOzmTG7kFq5VgWRbdA10Y3jmE7oEuSkKaFDHO28dfOqF5bxj69BENs/Zqi2hujGvEjMuT6jphyjFNJUknXqIhyGFVOsQ4b8dWYwjMaNsbiBKRJqTX4keez6kdRtNybGSvYg6rAJCe70bs0k5E37xPsWPWi72nLFANXW6O3iOGZA6+ayswxoSt1qvpeQj5IW2btIh13hY7Ti0oESGIBhCzEiN5cwjJ6yNI3+5BPmWqOO7wgYOqO6x2jK3txBtUMRJxjL02i3/xv7+GY395Dt3Xwooc02/rw8s331bkWAQhhFjnbbHj1IISEYKok7ocVjXuJ9K1Z6S0nVrR9lUUAMQ7yz4eshmbKYCcDqtFwSrReohx3rY77PAPyG9X0AiUiBCSQYLVrdG7yitQtO6warSbweoLS2G5XB7p1YTKEVVxWPWXHVY9geZMRNQSrKoFdeKVDjHO20cePax5MbK2oyMqojWdSDMKVpXSiTRTIgIAZk+5jLt4/pZ6gaC6YDXlMiHpLNieekQ4rNbbiZcgtEol5227w94US3cB8hEh2pSiw6oS6GwJMPoc+Jxe81MzAOAc9CERLEwnLU/exsBD2kkyjYsRGOdXwFlNSGzrBlgWK347LNFlmBI5WFfSSHQoY7v+8s23Je3oTBD1UnTeJmdVgmhTqjmsMkxBJ5Jd6gCXNINLG8GaKq/wUNth1btrAPNnrgMAYvPa6MRrCiyh7/9+FY41K3myHhvmP3YIK34H+i4Xpu06AquKJCJ+W5+iK68Iohosy2JgqDmdcZsjXSIIjSK1YPXwgYMNx9QoHaNlYVs2nlLdDMm9ksT2/98/wH5lva5AvxLHwNdfRnK+/Lhntjl1IkB7CVZJJ0KsRbZE5NatW/jUpz6FkZERWCwWjI6O4otf/CIyGeG1/oR4tKYTAUiwWon1OhFtT8+wehZ6651lxjywOhNSNZ5DJ2fBprNguPX6j2LrHsvP3kaeK3wPPLPC5k5apd0EqwSxFtkSkYmJCXAch6997Wu4ePEi/uzP/gxf/epX8Qd/8AdyHZJQGRKsVmZ9RUT7glVbVznGxQtTqsWhT6YxemNlUxKyDo7DEl+ohIhZOUOCVYLQFrIlIo899hi+8Y1v4H3vex+2bduGj3zkI/jd3/1dPPfcc3IdkiBqQkmhoc4eg7ErCMvoDZgGtO9Y6hntKW1HbqnXide4mgRTZSUMz7KIWQCeAbJmPfRJ5aqEZGxGEI2jqFg1Eomgo6NyCTKdTiOdTpfuR6PRimOJMnk+R9bJKlLsxFtNsOo6+KbofaotWO26Zxi3Xj4PAEguqae7yFqrC08Zjsfs/f04+6F9yJmU+x6QYLUxijqRXkvzd1AmGkMxseq1a9fw53/+5/jN3/zNimOeeeYZuFyu0m1gYECp8JoW+hK3HloQrFq9TjC6ggojn8khl1JH25W1m7E82gOOER63eGSXokmIXLSTYJUgitSciHzhC18AwzCCt4mJiXWvCQQCeOyxx/Dxj38cn/70pyvu++mnn0YkEindZmZmav8XEapDgtXWwOQsG5sFL06rFsfNR+4FzzDgmc3ZCA8g9P57kesQtrneCq3pREiwSrQrNV9CfP7zn8cTTzwhOGbbtm2l7bm5ORw9ehQPPvgg/uqv/krwdSaTCSZT5aZghPbZ4dnVdFddgfgc/DZlejHwPMAlLeDSJhg8YUWOWS+O/k6kVgqrUJauBNC7Xx2HxtUBL9554hhG//4EHLEMeBRWzHB6HYIfuA8LH3ug5n2OeYZFNSwkCEJ+ak5EfD4ffD6fqLGBQABHjx7F/v378Y1vfKNpXN6aEdKJ1IeSDqs8Dyz/5L3gUibobAl0vPdVRY5bL96dfgTfKayYWZ1TtwoV3taDv/3EvfigzV9wVrUYEd07As5WvnAZOLcI/8UQPIFVvPxv70PGblQkNnJYrR/SiRCAjBqRQCCAI0eOYHBwEF/60pcQDAYxPz+P+fl5uQ7ZttCXWH2Ojh+oeoXNMABrTgEA8nEruKxw4nhhflKq8Oqi8+7B0nYmqn7zOzAMYrsHsHxsD8IP7lyXhACA91YEw2cW4JpPwDOnjJ+IUpU0gmhlZEtEXnrpJVy7dg0vv/wy+vv70dvbW7oRRLuid68xNotq22FVb9RDd0cAynM8YgthdQOqwsraTrxNbGxGglWi3ZAtEXniiSfA8/yWN6K12eHZRYLVCqxzWA1r39jM6i0nS4vv3FIvEBGs+MuC1Q6RVu9aE6wSRDtCog2CgHIOq4Z1Vu/aT0Rcw12l7fCNBRUjAcZ7xnDi9KmKz0e7rcjrCytr3CKmZoR8X4jKcByHhZlF3JqYwsLMYsO9iKjvDEHqxhaCBKv1IaVgtVonXp0jBrAcwLFNURHx7R7C7OuF5fiJYKTKaHXhdSwivXZ0zKzCEUxAn84p4i3it/W1jWB1enIWZ46fRSKWLD1mtVuw/8g+DI41Z+dXQn2oItIikGBVfcR04mVYvtR3RoxgVW0c/Z2l7nK5ZAZcTt1OvNVY6StMzzA84Lot3/RgOzI9OYvXXnx9XRICAIlYEq+9+DqmJ7XfuoDQJpSIEE1Ls+pEDG5xOpHDBw6qvnKGZVkYbGWb9eXr2rY0D6/RiXgCzSlYBbTnsMpxHM4cF47pzPGzDU/TEO0JJSKELCghWG1W9E2mE7H3eErbS5e1fdW73L9m5YyITryA9gSrWnRYDQZCmyohG0nEkggGQnUfg3Qi7QslIgSBgk5EKcGq3h0GADD6HPi8TpFjNsK6TrzTQRUjqS5YjfTYwN+ZSlJasNrKnXiTceEkpNZxGyFtW3tDf32CkJiqglV7HJ4jJ6Czx7FF+xTN0XXPEG786C0AKFm+a5WcWY8rhweQdBmxPFDZp0VqWr0Tr8VmkXQcQayFKiItRK/FjzyfUzuMtkaUYJUB9I7mSEIAwOy2g9EVfiq4bB7ZpDqdeMVy7pe248qRQQRH3WqH0jL4/F5Y7cJJhtVugc/vVSgiopWgRISQFTl1IkDzClZrQW3BKgCYXdbSdvDClIqRtA9yClYB1CRYZVkW+48I67L2H9nXcD8x0om0J5SIELKxw7NL1v03s2BVLFqwegcAe3/5SnfpqvonCyGdSD20m2DVorfV/JrBsX48/PhDmyojVrsFDz/+UMM+IqQTaV/oL08QdygamynRyIznGCSujiEXdoExpeG877wCxwSWr1mRCBmgN3Lo3JmA0Z4X9Vrvjj4Ez98CAMRur8gYZXXGe8aqVol06Tzct2MwxbKYGxeeLhjzDFdtWCiGdjA2GxzrR/9oH4KBEJLxJCy2wnQMdVYnGoESEYKQmKPjB/DKhdPCKzIYHsmpQfAZA1hTBjwPWTUjKzcsmPhOF9JRQ8HtiwcYFug7GMHoYyGwVRbvFDrx/hyARjrxVuHxZ07CEs0gbTPg+d0Pyfvmthksy6J7oKv6QIIQCaWxLQgJVrUPw5T7znBpI7iUucor6ic6a8L5Z/uQXr1z3cEzABjwHIPAL1yY/Cdf1X1s7MQb17jde/iOw6opnoUlklY5GoIghKBEpMXQotU7deLdGr1Ih1WgMcHqrZc7wPNAyWBjHQxuv+lEcql6cdTSUTYLW3xH24LVYiICkMOqELU6rMoNNcBrTygRIWRFbsFqM1M0NgOAXNhdcVwjgtVsksXypLVCEnIHBlg476j8/B3Wd+KdrzsmqRASrK7UaPU+5hmWTLAqlbGZFgWrBCEHlIgQxBqkdFitJoBcWxHJytSJN5dkUepaVwGGAXLJ6g6v3l2Dpe3EorpTM+M9Y4LPr/jLiZUYh1WpUELoTBCtBiUiBCEDYozNdOY0WHNBv5CLuArTJxJjsOXBsMI75nnA5M5W3ZdrqKwlySbSmm5wFvNakDMWft7E9pwhCEIdKBEhCBUpNsDjs3pwCWuV0XXs38Sja88qIJCMMAzQvbf6yXpjJ97wdfWnZyrBs0xJJ2JfSsGQJAF3M0E6kfaCEpEWRUsrZ5ToxNu8gtVwaTu74pblGCPHlmEw5wvLdtdRuL/tfUsw2sRVN2zd5Smk0OUZqUKUhbU6EbfCVREpG+DJLVjVGmRs1n5QItKCaHHlTLOhlE7E4Fm7csZdcdzhAwfrXjlj9uSw77dm0TGWQDH5AACTK4cdH1vAwLvDovfl2ba2E2/9Ld+loFon3rU6kc6Z6omIVILVWnQiPM8jE0wjNZNEJpgGv2F+TgnBqtZWzhDtB6WeBLGBosNqoxSNzYTQu8OwDE9B7wnD0CGfY6mlI4c9v34b6agOiZARehMHe28aTI2XIr57hnHzJ4X3JrWsbe1FaLjQfXfVZ0HeoL1rrlQghdj5KLhkuRrFWljY9zhh9svnK0MQWoMSEaIt4Hke2VAGXIoDa2Zh8BrBaMBtkzXkYL9HuStSkzMPkzNZ9+utnQ4wLAOe45HP5JDL5KA3avNnJNptw/e++CBSLpPaoWwiFUgheiq86XEuyRUeP+imZIRoG7T5C0K0JMlcXFbvgpXM8palbLrylBaj04p0uKD5Wbo8je6921SOqAIMo8kkhOd5xM5HBcfEzkdh6jNpIllWg6KxGU0ztwfaq1cSkqE1waqcVOrEW7zyXJuEAOUrz1QgJWtcrYijt5zsha5Io6VpBK124q00vZcNZTZ9HjfCJTlkQ5nS/XYTrBLtBSUiLQpdSYi/8twoECwihWD16PgBUZ1duZQJ6fkupAK9guMasXqXCs9YOcZYYEnFSKobm61Fl63eaViwUWENCAlWuZS4FUrFcXILVgHtWb0T7QUlIkTLUs+VZxElW7nzHIPln74H0dP7EZ/YUXFcI1bvUuIbLzuspiLyLcuWinu+fwOP/ac38OE/PglZXONqhDWL+9kVO65RyOqdUBtKRAhFkdNPZCO1XnmqBcPy0LsKlRsuYQGXNqoaTzWMVjNYfcESns9xSEUTKkckjPt2DO7bcZhXM3AuqB+rwWsEaxH+6WUtBUF1u0PGZu0BJSKEYiihE1lrbKa1K08h9J7y0l25jM2kxOwpX0WHLqjfiVdIJxIccZe2u66H5Q+mCgzDwL7HKTjGvsfZtkLVImRs1j6o/wtMEDKhpSvPmozNmiARcfZ7S9vLKlu9V9OJLI66S9u+G2FR+5TK2KySYNXsN8N50L3p88laWDgrLN0lwSrRqlAi0sL0WvyaWjmjNFJceUolWK3GuoqIgMMqoA3BaseOshg6fls+IzYpWOm3I2sqTCV1XQ9X1YlIJVithtlvRudjPrgf9sB5wAX3wx50PubbMgkhwSrRylAiQrQ09Vx5FlFSsLquE2+4ciderQhWvTvLiUh6tX6DNCXgdSxCI4UeOZZoBvaQduJlGAZGnwnmAQuMPvV8Q0iwSqgJJSKEosjdAA/ApgZ4tVx5qonhTlWEz+mRX7VXGa0urF4PnclQuMPziC1ouyoS3FZu1tclcnqGUJ+isRnR2lAiQrQUlYzNtHLlKYTeXdaJVJue0QJWb7mp3OI76gpWqzXAWxz1lLZ9CgtWqRMvQQhDiQhBKIAYYzPDGp1IMwhWXUNdpe3IrUUVI6nO0oCj1PhO7MoZpTvxVkMJnQhBqAElIm1AOwtWG+XYyF5JBKti0LsjYHR56D1h6OzaNwrz7hoobScWIwIj1YfXswgNFYTLlkgG5khacLxSglWtQYJVQg1ooXaL02vxa3KOVe4GeM0Io+PQ+dhLYFjhVR2HDxzEidOnarI3lwPnoK+0nU2kwXEcWFa71zaXHh3G5WM8QsNO5Ez007cRi96mqOFgLVADvNZGu78aRMuitLFZM1EtCdESLMvCYCt3t43cVH96RkgnsjDmwfyODkpCmgwyNmt9KBEhCAUR0wCvmbB1uUvbwcsz6gWC2hrgKYmQsVmteIwdJFglWg5KRAhCIcQYmxXheWi+5wwAuLd1l7ajU+pXRKRGCsFqs0E6EUJpKBFpE7QoWNXqfPRGlBSsAsDqO7ux/JP3YvmV9wiagGrBYdU3PlTaTi6vqhiJOCyRNEZ/HsDBb15C96Sw90k7ClZJt0WoASUibYAWRV5y60SAzcZmzQKXMoFLmcBnKxubacVh1eZzgWELniz5dA75jLoJbzU/kc7pKA585ypG3lxAz0Rzfj7aFS2K7glpoESEaEkqGZs1A4aOtZ14PQIjtYHRYSltL13V9skiNFx2WPXeUnbJMRmb1Q8JVlsbSkQIQmGqGputTUSWtZ+I2HvKMS5NzKoYSXVSDiNWvYXEqWMmCjbHKXLcZjM2I50IoSSUiBCESBTrxOuKAGzhBJmrkohoQSfiGSufZKOzSypGUkZoeqbYAE+X4+GZFda1jHmG206wSjoRQmkoEWkjtCZYVaIBnlQo2YmXYXkY7vSdySes4FKmLcdpRSfStUawmg6r//estox37fSM74a2HWEJoh2gRKRN0KJgVW6a2dhMv04n4lYvEBEY7WYw+sJPCZfLIxNPqRyRMMERZ2lbaZ2IlLSbTgQgwWqrQokIQWiQZtOJmF3lcn7w4rSKkVQn2mVDxlIQP3pvRSC4RlpipDQ2kxut6URIsNq6yJqIfOQjH8Hg4CDMZjN6e3vxa7/2a5ibU86PgSC0SK2deIVWzhw+cFATOhGHv7O0vTypje94RZ0Iy5SmZ8yxLByhZNV9aa0Tr9yQToRQElkTkaNHj+Lv//7vceXKFXz3u9/F9evX8Su/8ityHpJoMppJJwJII1gVA2vMljrw5mM28ByjyHHrpXNH+SQbuy1sFKYEVXUia6dnbgpPz7SjsRlBKImsta7f+Z3fKW0PDQ3hC1/4Aj760Y8im83CYDDIeWiiAnk+11YlzkM9+3By/qwkpexjI3sl9YKohv2ei2AMWegdq5pvhtd59yCAnwMAMtGEusGIYGG7B7PjqwgNu0qraAiCUAfFNCLLy8v4u7/7Ozz44IOUhKhEOwpWmxmjdwkGV1RUEqL29IzeqIfOWEhweY5HYknbdu9Lwy787DfuwcR7B7Hqs6odTl0o0QBPazoRgASrrYjsicjv//7vw2azobOzE9PT03jhhRcqjk2n04hGo+tuBEEIo5VlvOaOsh198J1b6gVyh2p272ogZSdeudGiTqSdqrntRM2JyBe+8AUwDCN4m5iYKI3/vd/7Pbz11lv48Y9/DJ1Oh1//9V8HX0Gl/swzz8DlcpVuAwMD9f/LiKah2XQiUiBGsNpsOAd8pe3wzQUVI5GHdjM2IwilqDm9/PznP48nnnhCcMy2bdtK216vF16vF3fddRfuvvtuDAwM4OTJk3jggQc2ve7pp5/GU089VbofjUYpGSEkYSWzLKlORKkVELmoA5mFLmSXPbDtvgy9XbsJm3fXAG6fLkwRxRbC6gYjEibHoSOwCjbPI7jNXXHcmGe45RJHgtAKNSciPp8PPp+v+sAt4LiCbXU6nd7yeZPJBJNpaxdJQjraVbDajGQWfYhP3AUAMPbOCyYiF+Ynq64WkRPPSE9pOxtPgeM4sKz6VkUnTp/acvrKkMzho//H69BlOQRHXHj5t5uvUWJRJ9LMTR4JQrZfiVOnTuEv/uIvcO7cOUxNTeGnP/0pfvVXfxWjo6NbVkMIZSDBanOx1tgst1y5oqMFnQirZ6G3GAt3eGBVA31nhBKzrEWPpLMQb8fsKhiFGuA1Exa9jQSrhOzIlohYrVY899xzOHbsGHbs2IFPfepT2LNnD1599VWqehBb0m46EaB6J169O1xqgJdZkt9Ns1GsvvJS2NClGRUjEcfS0J0GeFkO7tvKfP6aSbCqRdqpmtsuyJaI3HPPPfjpT3+KpaUlpFIp3Lx5E1/5ylfg99MVObGZHZ5dsh9Dyr4zSnXiZVgeBk8YAMAlLMgnzQ0fV05cQ12l7cjUooqRiCM0tMbYbKq6sRkJVglCetSfwCUIBZByDl3JTrwAYOgsT3Fkq1RF1PYT6RofLG0ngtpffr+0JhHpnNJ+vJVoVg0UQQCUiLQlvRY/8nxO7TAIkRg61/SdEUhEtKATcfg7AaZgR59LZcBpXHex0mdHXl+It3O6ORORdmyAR7QWlIgQmqIddSLVMHhWgDvuqtUqIlrAaC9PHy1fU78BnpCxGa9nsdLvAAA4gkkY41nF4moWnYgWjc0AEqy2EpSIEJpBCZ2IFqkmWGV0HAzuMAAgH7chn9K22NvW7S5tL11uBsFqbdMz7daJV4uQYLW1oESEaBsO9exrSsEqABg6ynFnBZbxAurrRDyjZT+RyGxIxUjEERoqr/SpNj1DnXgJQnooEWljSCdSP0oLVo3dQZgHZuG49zyMHZWTKS3oRLruGSptp5ZjKkYijqXBQkUk3mFG3tC8P4nt2ACPaA2ovtWm9Fr8NMfaRBg6VtaZm2kZs9sORseCz3PgsnnkUhnozUa1w6pIwmPC9/7oIaQc2o2xGh5jh6TVvo1Y9DbSbxGy0bzpP9Gy0A9e82NyWkvbwYvTKkZSpmInXoZRLQlpFsEqQcgJJSKEppBbsCq1TkQqWq2hmr2vrGNZntTGyhmpkMrYjASrjaFj9FTVbREoESGIOjk2sldRwSoAcFk90gtdSM93VRxz+MBB1QWrnXeVT7KrAe0lfoJwvNoR1A0ZmxHNCCUibQ4JVpsHLqfD0o8eQfSN/UhcUa/Lrhh8u8sOq+loQsVIRMLz2PfcVbzvv5zGo//XGbWjqQu5jc202gCPaH4oEWljqBNvc8Hq89A7CqtQclEnuKx2teZ6sxGsQQcA4PMcUmGNr55hGHRdD6NjNgbPbAy6dF7tiAiibaBEhNAkJFjdGkOneD8RtTF32Evbi+9MqRhJmYqCVZSNzViOR8fsatV9SdUAjwSrRLtDiQihOdq1E68YwWozNcBz9XtL2yvX51WMpEA1wWotDqtSGZuRYLVxSLDa/FAiQrQdzd2Jd01FROMN8DrvHihtxxfC6gUiktDaRKRJG+AB7WVsRlbvrQElIm0OdeJtLlhjFrqiTiTiBJ/X7le4Y3v5aj8TS6oYiTiiXTZkzQVdi/dWROVo6kMJwSpBSI12f8UIgtiSYgM88Axyqw5VYxGC1bNlR1UeiAaWhF+gNiyD5YFCVcQSzcAcSascEEG0B5SIEESToXeVpw1yEafASPV1IlZfOb7gBW0IVoVYHigndh0zwoJVKY3NSLBKtDOUiBCaZIdnl+wrZ6QSrEppbCZGsKpzrklEopUTES3oRFzD3aXt8M1FFSMpMN4zJrxyZk0i0jnTvDoRgmgmKBEhALSfsZmUglWl0TtXAZaD3h2BzqJt7UXXnrKxWTKkfd1FcWoGqF4R0SoeY4esglWtGZuR1XvzQ5JjgjrxNhmsIQfvB34MhtW+FbmjtxNgGIDnkUtlweVyYPXa/dlJeEx4+/FtCPfasdyvXf0NQbQSVBEhiCakGZKQIkaHubS9dFX9BniCMAwuv3cIt+/uRFpkR16pjM0Iol2hRIQgJEIKnQggfSdetQWr9h5PaXvp8qyKkUiPlMZmJFgl2hVKRIgSRZ0Ix3FYmFnErYkpLMwsguM41WJqJsGqFNTSibcIzzEVn9OCYLVje29pOzoTUjGSMkKC1VahnYzNiOZGu5O1hKIUdSLTk7M4c/wsEmsMqKx2C/Yf2YfBsX5FY9rh2SXrj92hnn1N2zadz+kQfWsvclEn9PYYXAffVDukivjuGcK17xc62qbC6vcQGu8Zq1olcs3F0DGzCmMyiytHBgXHahGPsUPSNgYbsehtmusHdTsZoEaeTQpVRIgSM9cCeO3F19clIQCQiCXx2ouvY3qytcrqTY0uj+xyB7iEpaqXiNqYHFYw+sJPDZfLIxNLqRxRdd7z1+dx8NsTGP/RLTBc8+hx2hWyem9uKBEhABSmY84eF56jPnP8rKrTNEQZhgH0d/xEuLQJXMqkckTCmN1rOvE2gbHZ0mAhuTOk83AsJgTHSmVsRhDtCiUiBAAgMDOHZJV+IIlYEsGANub4tYhUxmaAOMHqOofVaOWlpocPHFRdsOrwd5a2VyY1vnIG6x1WlTI2I8Eq0a5QIkIAAOIxcfO9ybjyBlrNIliVCrGCVb1Ih1Ut4L27rC+K3V5RMRJxLA82v7EZQIJVojmgRIQAANjs4rpqWmwWmSNZzw7PLln3r1WH1cyKARP/ZMbb/8OKKy+akVjevDKmlp4zauPdWRYRplfVd4OtZvW+1szM06SJCHXiJZoFSkQIAIB/oA92h11wjNVugc/vVSii9oTneLz2NQ5X/s9xXH7Oghs/NeHidyz44VNuXPgHC/g1ukmdLQ6wBc2O1hMRVq+HzmQo3OF5rGq8KpK16LHqKyTdnsAqmFx1bRTpRNSFrN6bF0pECAAAy7I48uhhwTH7j+wDy9JHphqN6ETe+Dseb/0DD/AMeI4Bn2cAvnC7+qIFk98vu5QyLF/oOwMgH7eBz+kajl1OrN61nXhvqReISIp9Z3Q5Hu554elBqYzNAJBOhGg76KxClBjbsR0PPX4IFvv66Rer3YKHH39IcR+RZqQRY7NMkseZbwsvFZ34JzPymfL9dTqRVW0LVl3DvtK2FjrxVmNtJ96OaeUEqwTRbmh68TV/pw69utqcc7TNyM6hnXD9ihMr82Ek40lYbBZ4ezvBsCxWozFVYkqsJsDJ+ElNxVK4jTm4jZ7qg0WQTWSQRu1eGTdP8silhKcAckng9tscusezAADeGEQuW9ACJBeMgDld8bVcJodcKlPxebnpGPNj9vUJAEB8MaxqLEDh/cgmK79f811mJLg8AMB2YwXZ+4SnJfOpLNLxxj1SsolM1RVsYjHDguPXfo4D3dI4/27FW6tvYrt7p2z7rwWOzyGaVSZpJIQpnrd5vroPD8OLGaUSs7OzGBgYUDsMgiAIgiDqYGZmBv39wtV0TSciHMdhbm4ODocDDFO5n8ZGotEoBgYGMDMzA6dT2yI+JaH3pTL03mwNvS9bQ+/L1tD7Upl2e294nsfq6ir6+vqqags1PTXDsmzVTEoIp9PZFn/wWqH3pTL03mwNvS9bQ+/L1tD7Upl2em9cLpeocSRWJQiCIAhCNSgRIQiCIAhCNVoyETGZTPjiF78Ik0nbjcCUht6XytB7szX0vmwNvS9bQ+9LZei9qYymxaoEQRAEQbQ2LVkRIQiCIAiiOaBEhCAIgiAI1aBEhCAIgiAI1aBEhCAIgiAI1Wj5ROQjH/kIBgcHYTab0dvbi1/7tV/D3Fz93VFbhVu3buFTn/oURkZGYLFYMDo6ii9+8YvIZNTt/6EF/uRP/gQPPvggrFYr3G632uGoxpe//GUMDw/DbDbj4MGDeOONN9QOSXVOnDiBD3/4w+jr6wPDMPje976ndkia4JlnnsGBAwfgcDjQ1dWFj370o7hy5YraYanOV77yFezZs6dkYvbAAw/gBz/4gdphaY6WT0SOHj2Kv//7v8eVK1fw3e9+F9evX8ev/MqvqB2W6kxMTIDjOHzta1/DxYsX8Wd/9mf46le/ij/4gz9QOzTVyWQy+PjHP47PfOYzaoeiGt/+9rfx1FNP4Ytf/CLOnj2LvXv34v3vfz8WF7XfNVdO4vE49u7diy9/+ctqh6IpXn31VTz55JM4efIkXnrpJWSzWbzvfe9DPB5XOzRV6e/vx5/+6Z/izJkzePPNN/He974Xv/RLv4SLFy+qHZq24NuMF154gWcYhs9kMmqHojn+43/8j/zIyIjaYWiGb3zjG7zL5VI7DFW4//77+SeffLJ0P5/P8319ffwzzzyjYlTaAgD//PPPqx2GJllcXOQB8K+++qraoWgOj8fD//Vf/7XaYWiKlq+IrGV5eRl/93d/hwcffBAGg0HtcDRHJBJBR0eH2mEQKpPJZHDmzBk88sgjpcdYlsUjjzyCX/ziFypGRjQLkUgEAOj3ZA35fB7f+ta3EI/H8cADD6gdjqZoi0Tk93//92Gz2dDZ2Ynp6Wm88MILaoekOa5du4Y///M/x2/+5m+qHQqhMqFQCPl8Ht3d3ese7+7uxvz8vEpREc0Cx3H43Oc+h4ceegjj4+Nqh6M677zzDux2O0wmE37rt34Lzz//PHbt2qV2WJqiKRORL3zhC2AYRvA2MTFRGv97v/d7eOutt/DjH/8YOp0Ov/7rvw6+RQ1la31vACAQCOCxxx7Dxz/+cXz6059WKXJ5qed9IQiidp588klcuHAB3/rWt9QORRPs2LED586dw6lTp/CZz3wGn/jEJ3Dp0iW1w9IUTWnxHgwGsbS0JDhm27ZtMBqNmx6fnZ3FwMAAfv7zn7dkeazW92Zubg5HjhzBoUOH8Oyzz4JlmzI3rUo9n5lnn30Wn/vc5xAOh2WOTltkMhlYrVZ85zvfwUc/+tHS45/4xCcQDoepongHhmHw/PPPr3uP2p3PfvazeOGFF3DixAmMjIyoHY4meeSRRzA6Ooqvfe1raoeiGfRqB1APPp8PPp+vrtdyHAcASKfTUoakGWp5bwKBAI4ePYr9+/fjG9/4RssmIUBjn5l2w2g0Yv/+/Xj55ZdLJ1mO4/Dyyy/js5/9rLrBEZqE53n89m//Np5//nkcP36ckhABOI5r2fNPvTRlIiKWU6dO4fTp03j3u98Nj8eD69ev49//+3+P0dHRlqyG1EIgEMCRI0cwNDSEL33pSwgGg6Xnenp6VIxMfaanp7G8vIzp6Wnk83mcO3cOALB9+3bY7XZ1g1OIp556Cp/4xCfwrne9C/fffz/+63/9r4jH4/jkJz+pdmiqEovFcO3atdL9mzdv4ty5c+jo6MDg4KCKkanLk08+iW9+85t44YUX4HA4Sloil8sFi8WicnTq8fTTT+MDH/gABgcHsbq6im9+85s4fvw4fvSjH6kdmrZQd9GOvJw/f54/evQo39HRwZtMJn54eJj/rd/6LX52dlbt0FTnG9/4Bg9gy1u784lPfGLL9+WVV15ROzRF+fM//3N+cHCQNxqN/P3338+fPHlS7ZBU55VXXtnys/GJT3xC7dBUpdJvyTe+8Q21Q1OV3/iN3+CHhoZ4o9HI+3w+/tixY/yPf/xjtcPSHE2pESEIgiAIojVoXVEAQRAEQRCahxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBUgxIRgiAIgiBU4/8BwWPZdor7NYcAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_cycles = 20\n", "y = np.full(shape=y_true.shape, fill_value=MISSING_LABEL)\n", "clf.fit(X, y)\n", "for c in range(n_cycles):\n", " query_idx = qs.query(X=X, y=y, clf=clf, batch_size=1)\n", " y[query_idx] = y_true[query_idx]\n", " clf.fit(X, y)\n", "\n", " # plotting\n", " unlbld_idx = unlabeled_indices(y)\n", " lbld_idx = labeled_indices(y)\n", " if len(lbld_idx) in [2, 10, 20]:\n", " print(f'After {len(lbld_idx)} iterations:')\n", " print(f'The accuracy score is {clf.score(X,y_true)}.')\n", " plot_utilities(qs, X=X, y=y, clf=clf, feature_bound=bound)\n", " plot_decision_boundary(clf, feature_bound=bound)\n", " plt.scatter(X[unlbld_idx,0], X[unlbld_idx,1], c='gray')\n", " plt.scatter(X[:,0], X[:,1], c=y, cmap='jet')\n", " plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }